{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2345cdbb",
   "metadata": {},
   "source": [
    "| [03_data_science/10_Scikit-Learn聚类.ipynb](https://github.com/shibing624/python-tutorial/blob/master/03_data_science/10_Scikit-Learn聚类.ipynb)  | Scikit-Learn聚类  |[Open In Colab](https://colab.research.google.com/github/shibing624/python-tutorial/blob/master/03_data_science/10_Scikit-Learn聚类.ipynb) |\n",
    "\n",
    "# 聚类：Cluster\n",
    "\n",
    "测试数据演示聚类："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7a52cb39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 0, 0, 0], dtype=int32)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "import numpy as np\n",
    "\n",
    "X = np.array([[1, 2], [1, 4], [1, 0], [4, 2], [4, 4], [4, 0]])\n",
    "kmeans = KMeans(n_clusters=2, random_state=10).fit(X)\n",
    "kmeans.labels_    # array([0, 0, 0, 1, 1, 1], dtype=int32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7aa444e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 0], dtype=int32)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.predict([[0, 0], [5, 4]])   # array([0, 1], dtype=int32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ac440368",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[4., 2.],\n",
       "       [1., 2.]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_   # array([[1., 2.], [4., 2.]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0701d330",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 2)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_blobs\n",
    "\n",
    "X, y = make_blobs(n_samples=1000, \n",
    "                  n_features=2,\n",
    "                  centers=[[-1, -1], [0, 0], [1, 1], [2, 2]],\n",
    "                  cluster_std=[0.4, 0.2, 0.2, 0.2],\n",
    "                  random_state=9)\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "84141ba7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000,)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f9ff0d4",
   "metadata": {},
   "source": [
    "X为样本特征，Y为样本簇类别，共1000个样本，\n",
    "\n",
    "每个样本4个特征，共4个簇，簇中心在[-1,-1], [0,0], [1,1], [2,2],\n",
    "簇方差分别为[0.4, 0.2, 0.2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4c602bf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:, 0], X[:, 1], marker='o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a093bda2",
   "metadata": {},
   "source": [
    "## KMeans\n",
    "使用KMeans聚类："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "03d46e4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "y_pred = KMeans(n_clusters=2, random_state=9).fit_predict(X)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7da307f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3116.1706763322227"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "metrics.calinski_harabasz_score(X, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "acb88847",
   "metadata": {},
   "source": [
    "设置4个簇，n_clusters=4:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a33f1c0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = KMeans(n_clusters=4, random_state=9).fit_predict(X)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b0eca23f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5924.050613480169"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics.calinski_harabasz_score(X, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7ed4b34",
   "metadata": {},
   "source": [
    "## MiniBatchKMeans "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "35d17ba8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import MiniBatchKMeans\n",
    "y_pred = MiniBatchKMeans(n_clusters=2, batch_size=200, random_state=9).fit_predict(X)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3f297146",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3116.1706763322227"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics.calinski_harabasz_score(X, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c623b782",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = MiniBatchKMeans(n_clusters=3, batch_size=200, random_state=9).fit_predict(X)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f15d1125",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2827.388413921534"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics.calinski_harabasz_score(X, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "26d03566",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = MiniBatchKMeans(n_clusters=4, batch_size=200, random_state=9).fit_predict(X)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d283be31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5921.45496000146"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics.calinski_harabasz_score(X, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d61e3ffc",
   "metadata": {},
   "source": [
    "n_clusters的选择？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b7547d8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots_adjust(left=.02, right=.98, bottom=.096, top=.96, wspace=.1, hspace=.1)\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "y_pred = MiniBatchKMeans(n_clusters=2, batch_size=200, random_state=9).fit_predict(X)\n",
    "score2 = metrics.calinski_harabasz_score(X, y_pred)  \n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "plt.text(.99, .01, ('k=%d, score: %.2f' % (2, score2)),\n",
    "                 transform=plt.gca().transAxes, size=10,\n",
    "                 horizontalalignment='right')\n",
    "\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "y_pred = MiniBatchKMeans(n_clusters=3, batch_size = 200, random_state=9).fit_predict(X)\n",
    "score3 = metrics.calinski_harabasz_score(X, y_pred)  \n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "plt.text(.99, .01, ('k=%d, score: %.2f' % (3, score3)),\n",
    "                 transform=plt.gca().transAxes, size=10,\n",
    "                 horizontalalignment='right')\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "y_pred = MiniBatchKMeans(n_clusters=4, batch_size = 200, random_state=9).fit_predict(X)\n",
    "score4 = metrics.calinski_harabasz_score(X, y_pred)  \n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "plt.text(.99, .01, ('k=%d, score: %.2f' % (4, score4)),\n",
    "                 transform=plt.gca().transAxes, size=10,\n",
    "                 horizontalalignment='right')\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "y_pred = MiniBatchKMeans(n_clusters=5, batch_size = 200, random_state=9).fit_predict(X)\n",
    "score5 = metrics.calinski_harabasz_score(X, y_pred)  \n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "plt.text(.99, .01, ('k=%d, score: %.2f' % (5, score5)),\n",
    "                 transform=plt.gca().transAxes, size=10,\n",
    "                 horizontalalignment='right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6646981",
   "metadata": {},
   "source": [
    "简化的写法："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b8dcd709",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots_adjust(left=.02, right=.98, bottom=.096, top=.96, wspace=.1, hspace=.1)\n",
    "for index, k in enumerate((2, 3, 4, 5)):\n",
    "    plt.subplot(2, 2, index + 1)\n",
    "    y_pred = MiniBatchKMeans(n_clusters=k, batch_size=200, random_state=9).fit_predict(X)\n",
    "    score = metrics.calinski_harabasz_score(X, y_pred)  \n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "    plt.text(.99, .01, ('k=%d, score: %.2f' % (k, score)),\n",
    "                 transform=plt.gca().transAxes, size=10,\n",
    "                 horizontalalignment='right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c583850b",
   "metadata": {},
   "source": [
    "## 基于经验的k-means初始化方法\n",
    "\n",
    "评估k均值初始化的方法，以使算法快速收敛，即到最近聚类中心的平方距离之和测量的。\n",
    "\n",
    "\n",
    "比较K-Means和MiniBatchKMeans算法的聚类效果："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f5a645d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "\n",
    "from sklearn.utils import shuffle\n",
    "from sklearn.utils import check_random_state\n",
    "from sklearn.cluster import MiniBatchKMeans\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "random_state = np.random.RandomState(0)\n",
    "\n",
    "# 每个策略的运行次数（使用随机生成的数据集），以便能够计算标准偏差的估计值\n",
    "n_runs = 5\n",
    "\n",
    "# k-means模型可以进行多次随机初始化，以便能够快速收敛\n",
    "n_init_range = np.array([1, 5, 10, 15, 20])\n",
    "\n",
    "# 数据生成参数\n",
    "n_samples_per_center = 100\n",
    "grid_size = 3\n",
    "scale = 0.1\n",
    "n_clusters = grid_size ** 2\n",
    "\n",
    "\n",
    "def make_data(random_state, n_samples_per_center, grid_size, scale):\n",
    "    random_state = check_random_state(random_state)\n",
    "    centers = np.array([[i, j]\n",
    "                        for i in range(grid_size)\n",
    "                        for j in range(grid_size)])\n",
    "    n_clusters_true, n_features = centers.shape\n",
    "\n",
    "    noise = random_state.normal(\n",
    "        scale=scale, size=(n_samples_per_center, centers.shape[1]))\n",
    "\n",
    "    X = np.concatenate([c + noise for c in centers])\n",
    "    y = np.concatenate([[i] * n_samples_per_center\n",
    "                        for i in range(n_clusters_true)])\n",
    "    return shuffle(X, y, random_state=random_state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "54631161",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Evaluation of KMeans with k-means++ init\n",
      "Evaluation of KMeans with random init\n",
      "Evaluation of MiniBatchKMeans with k-means++ init\n",
      "Evaluation of MiniBatchKMeans with random init\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Mean inertia for various k-means init across 5 runs')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Part 1: 初始化方法的定量评价\n",
    "\n",
    "plt.figure()\n",
    "plots = []\n",
    "legends = []\n",
    "\n",
    "cases = [\n",
    "    (KMeans, 'k-means++', {}),\n",
    "    (KMeans, 'random', {}),\n",
    "    (MiniBatchKMeans, 'k-means++', {'max_no_improvement': 3}),\n",
    "    (MiniBatchKMeans, 'random', {'max_no_improvement': 3, 'init_size': 500}),\n",
    "]\n",
    "\n",
    "for factory, init, params in cases:\n",
    "    print(\"Evaluation of %s with %s init\" % (factory.__name__, init))\n",
    "    inertia = np.empty((len(n_init_range), n_runs))\n",
    "\n",
    "    for run_id in range(n_runs):\n",
    "        X, y = make_data(run_id, n_samples_per_center, grid_size, scale)\n",
    "        for i, n_init in enumerate(n_init_range):\n",
    "            km = factory(n_clusters=n_clusters, init=init, random_state=run_id,\n",
    "                         n_init=n_init, **params).fit(X)\n",
    "            inertia[i, run_id] = km.inertia_\n",
    "    p = plt.errorbar(n_init_range, inertia.mean(axis=1), inertia.std(axis=1))\n",
    "    plots.append(p[0])\n",
    "    legends.append(\"%s with %s init\" % (factory.__name__, init))\n",
    "\n",
    "plt.xlabel('n_init')\n",
    "plt.ylabel('inertia')\n",
    "plt.legend(plots, legends)\n",
    "plt.title(\"Mean inertia for various k-means init across %d runs\" % n_runs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "04d71eae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Part 2: 数据聚类结果的可视化显示\n",
    "\n",
    "X, y = make_data(random_state, n_samples_per_center, grid_size, scale)\n",
    "km = MiniBatchKMeans(n_clusters=n_clusters, init='random', n_init=1,\n",
    "                     random_state=random_state).fit(X)\n",
    "\n",
    "plt.figure()\n",
    "for k in range(n_clusters):\n",
    "    my_members = km.labels_ == k\n",
    "    color = cm.nipy_spectral(float(k) / n_clusters, 1)\n",
    "    plt.plot(X[my_members, 0], X[my_members, 1], 'o', marker='.', c=color)\n",
    "    cluster_center = km.cluster_centers_[k]\n",
    "    plt.plot(cluster_center[0], cluster_center[1], 'o',\n",
    "             markerfacecolor=color, markeredgecolor='k', markersize=6)\n",
    "    plt.title(\"Example cluster allocation with a single random init\\n\"\n",
    "              \"with MiniBatchKMeans\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9beabe4",
   "metadata": {},
   "source": [
    "第一个图显示了最佳初始化参数（``KMeans`` or ``MiniBatchKMeans``）和init方法（``init=\"random\"`` or ``init=\"kmeans++\"``）的选择。\n",
    "\n",
    "第二个图显示了使用``init=\"random\"`` and ``n_init=1``的``MiniBatchKMeans``一次运行结果。这种运行导致一个坏的收敛（局部最优）。\n",
    "\n",
    "\n",
    "\n",
    "结论：初始化一致的情况下，K-Means和MiniBatchKMeans算法差别很小。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbfb3ba2",
   "metadata": {},
   "source": [
    "## 手写体数字的k均值聚类演示\n",
    "\n",
    "在这个例子中，我们比较k-means的各种初始化策略的运行的效果。\n",
    "\n",
    "评估聚类效果："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "58307ce3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_digits: 10, \t n_samples 1797, \t n_features 64\n",
      "__________________________________________________________________________________\n",
      "init\t\ttime\tinertia\thomo\tcompl\tv-meas\tARI\tAMI\tsilhouette\n",
      "k-means++\t0.17s\t69432\t0.602\t0.650\t0.625\t0.465\t0.621\t0.146\n",
      "random   \t0.14s\t69694\t0.669\t0.710\t0.689\t0.553\t0.686\t0.147\n",
      "PCA-based\t0.02s\t70804\t0.671\t0.698\t0.684\t0.561\t0.681\t0.118\n",
      "__________________________________________________________________________________\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from time import time\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn import metrics\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import load_digits\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import scale\n",
    "\n",
    "np.random.seed(42)\n",
    "\n",
    "digits = load_digits()\n",
    "data = scale(digits.data)\n",
    "\n",
    "n_samples, n_features = data.shape\n",
    "n_digits = len(np.unique(digits.target))\n",
    "labels = digits.target\n",
    "\n",
    "sample_size = 300\n",
    "\n",
    "print(\"n_digits: %d, \\t n_samples %d, \\t n_features %d\"\n",
    "      % (n_digits, n_samples, n_features))\n",
    "\n",
    "\n",
    "print(82 * '_')\n",
    "print('init\\t\\ttime\\tinertia\\thomo\\tcompl\\tv-meas\\tARI\\tAMI\\tsilhouette')\n",
    "\n",
    "\n",
    "def bench_k_means(estimator, name, data):\n",
    "    t0 = time()\n",
    "    estimator.fit(data)\n",
    "    print('%-9s\\t%.2fs\\t%i\\t%.3f\\t%.3f\\t%.3f\\t%.3f\\t%.3f\\t%.3f'\n",
    "          % (name, (time() - t0), estimator.inertia_,\n",
    "             metrics.homogeneity_score(labels, estimator.labels_),\n",
    "             metrics.completeness_score(labels, estimator.labels_),\n",
    "             metrics.v_measure_score(labels, estimator.labels_),\n",
    "             metrics.adjusted_rand_score(labels, estimator.labels_),\n",
    "             metrics.adjusted_mutual_info_score(labels,  estimator.labels_),\n",
    "             metrics.silhouette_score(data, estimator.labels_,\n",
    "                                      metric='euclidean',\n",
    "                                      sample_size=sample_size)))\n",
    "\n",
    "bench_k_means(KMeans(init='k-means++', n_clusters=n_digits, n_init=10),\n",
    "              name=\"k-means++\", data=data)\n",
    "\n",
    "bench_k_means(KMeans(init='random', n_clusters=n_digits, n_init=10),\n",
    "              name=\"random\", data=data)\n",
    "\n",
    "# in this case the seeding of the centers is deterministic, hence we run the\n",
    "# kmeans algorithm only once with n_init=1\n",
    "pca = PCA(n_components=n_digits).fit(data)\n",
    "bench_k_means(KMeans(init=pca.components_, n_clusters=n_digits, n_init=1),\n",
    "              name=\"PCA-based\",\n",
    "              data=data)\n",
    "print(82 * '_')\n",
    "\n",
    "# #############################################################################\n",
    "# Visualize the results on PCA-reduced data\n",
    "\n",
    "reduced_data = PCA(n_components=2).fit_transform(data)\n",
    "kmeans = KMeans(init='k-means++', n_clusters=n_digits, n_init=10)\n",
    "kmeans.fit(reduced_data)\n",
    "\n",
    "# Step size of the mesh. Decrease to increase the quality of the VQ.\n",
    "h = .02     # point in the mesh [x_min, x_max]x[y_min, y_max].\n",
    "\n",
    "# Plot the decision boundary. For that, we will assign a color to each\n",
    "x_min, x_max = reduced_data[:, 0].min() - 1, reduced_data[:, 0].max() + 1\n",
    "y_min, y_max = reduced_data[:, 1].min() - 1, reduced_data[:, 1].max() + 1\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
    "\n",
    "# Obtain labels for each point in mesh. Use last trained model.\n",
    "Z = kmeans.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "\n",
    "# Put the result into a color plot\n",
    "Z = Z.reshape(xx.shape)\n",
    "plt.figure(1)\n",
    "plt.clf()\n",
    "plt.imshow(Z, interpolation='nearest',\n",
    "           extent=(xx.min(), xx.max(), yy.min(), yy.max()),\n",
    "           cmap=plt.cm.Paired,\n",
    "           aspect='auto', origin='lower')\n",
    "\n",
    "plt.plot(reduced_data[:, 0], reduced_data[:, 1], 'k.', markersize=2)\n",
    "# Plot the centroids as a white X\n",
    "centroids = kmeans.cluster_centers_\n",
    "plt.scatter(centroids[:, 0], centroids[:, 1],\n",
    "            marker='x', s=169, linewidths=3,\n",
    "            color='w', zorder=10)\n",
    "plt.title('K-means clustering on the digits dataset (PCA-reduced data)\\n'\n",
    "          'Centroids are marked with white cross')\n",
    "plt.xlim(x_min, x_max)\n",
    "plt.ylim(y_min, y_max)\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4aafb4a",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "## 基于K均值的颜色量化\n",
    "对颐和园图像执行像素矢量量化（VQ），将显示图像所需的颜色数量从96615减少到64，同时保持整体外观质量。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "df8a64ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting model on a small sub-sample of the data\n",
      "done in 0.289s.\n",
      "Predicting color indices on the full image (k-means)\n",
      "done in 0.012s.\n",
      "Predicting color indices on the full image (random)\n",
      "done in 0.178s.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7faddbe7da00>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVQAAAD3CAYAAABCbaxBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9d5gkSXreCf7MzEXo1LoqS4vWYnp0jx4MB5IYECSoQVAsubs83t5xb7nH5e1xbwWOd0tQgVxQLkFoQSxAyBmIkT09PT3Tsrq0yBKpVWRoF2a2f5hHZlR2VnV1T3dVVnW9z5NVGeGeEebu5q9/9on3E9Za7uM+7uM+7uM7h7zTA7iP+7iP+7hXcJ9Q7+M+7uM+3ibcJ9T7uI/7uI+3CfcJ9T7u4z7u423CfUK9j/u4j/t4m3CfUO/jPu7jPt4m3CfUOwQhREMIcfBt/swvCSH+6g22/V0hxL95O7/vnYIQ4heEED94p8fRhRDi7wshfvZOj+NuhRDim0KIh+70OG4H3jWEKoT4S0KIV4UQLSHEghDiXwgh+m7Td7+O6Ky1JWvtxdvx/dn3/S/W2h3JdjdBCPEo8BjwGz3vjQghfl4IURVCrAshfm6HvxsUQiwLIb52O8f7TkIIMSOE+HTP6z+dHf/HdtjXCiEWhRBez3ueEGJJCHGnk83/V+D/c4fHcFvwriBUIcTfBv4B8P8A+oAPAPuBLwgh/Ds4tPt4Pf468HP2+oqTXwMWgH3AKO4G3Y5/AJx654d36+glt7fhs34U+OfA91prv3yD3arAd/e8/h5g/e0aw3eA/wR8QggxcacH8o7DWntP/wAVoAH8qW3vl4Al4Eez1/8e+J96tn8cuNbz+r8FLgB14CTwuZ5tfwn4Gu5GXwcuAd+dbfufAQ10snH8ZPa+BQ4Dk9n73Z+Wuyybn/2XcUSxDnwe2Nez7buA08AG8JPAl4G/eoPz8PeBn81+3599/48BV7PP/hvAe4FXcDfmT/b87SHgj4BVYAX4OaC/Z/uTwIvZufkV4Je2ncvvA17KPvfrwKM3uV4Xgad7Xn8GmAHUTf7mg8Cz2fF87Q3mwx/PxlLLrudns/cncTf+GnAe+Gs7nbvs9Q8Ar2XH8yXggZ5tM8Dfyc5jBHjZ69ns/JwBPnWLc3cG+DTwn2Xn/amb7GuBvwf8Ss97vwr8d9vmUx/wb4H5bEz/U/fc3sJ1ngH+6+zYNrLrnMu2DQO/lZ2TNeCrgOz5298nu9fu5Z87PoB3/ADhs0AKeDts+2mcNQRvTKh/MrvpJPAjQBOYyLb9JSAB/hqggP8cmANEtv1LbCO67AY4vMOYfg74hez3H8xu7geyG/PvAV/Ptg3jSOGHAR/4v2XH+WYI9aeAHI60OsCv4yzAKdzD5mPZ/odx5B0CI8BXgH+cbQuAy8D/NRvHDwFx91ziyHYJeH92bn40uzHDHcZYzMY10vPef497kPws7kZ/vjuubLsCXgDek12HGxIq8D4cEXxXdh2ngOPZti8D/yI7H48Dy2TEt+3cHc2u/Xdlx/vfZNcoyLbP4Ah7L5AHjuEeWpM95/7QLc7dGeA/AovAY2+wrwUezvbtz34Ws/dsz36/DvzL7FyPAt8E/vobXeee8XwTdx8M4h70fyPb9uO4+eRnPx8hm//Z9n8K/MSd5oN3+ufdsOQfBlastekO2+ZxE+cNYa39FWvtnLXWWGt/CTiHu0G7uGyt/dfWWo0j6glg7M0MVAjxd4DjOKsU3PL3x621p7Lx/y/A40KIfbjl3Elr7a9aaxPgH+OWxW8G/6O1tmOt/QKOJH7BWrtkrZ3FWRhPZMd+3lr7+9bayFq7DPwE0PXjfQBH9v/UWptYa38Nd9N18deAf2mtfc5aq621P42z3D6ww3j6s//rPe/twRH+F4Fx4B8CvyGEGM62/y3gOWvtt2/heP8K8O+yYzHW2llr7WkhxF7gaeDvZOfjJeDfAH9hh8/4EeC3s89IcKuSPPChnn3+qbX2qrW2jVudhMCDQgjfWjtjrb1wC2Pt4ruAbwCv3sK+HeA3szH+aZzF3eluFEKM4VwC/5W1tmmtXQL+UbbvG13n3mObs9auZd/1ePZ+gpvz+7J58FWbMWmGOlvX957Fu4FQV4DhG/izJnCWyBtCCPEXhRAvZYGRKu7JP9yzyyaZWWtb2a+lWx2kEOK7cVbeD2Y3Ijif4T/p+c41QOAsq0mc5dP9Ttv7+hax2PN7e4fXpWxso0KIXxRCzAohajhrsXvsk8Dstpundxz7gL/dPYbsOPZmf7cd1ez/8rZxzFhr/212o/5i9vkfFkJM4gj1v7vF492LW+ZvxySwZq3tJfLLuPO8076Xuy+stSYbT+++vdflPPBf4azcpew87nTsN8LfwFnF/0YIIQCEEK9lWSINIcRHtu3/H4C/mP38h23b9uGsx/mea/EvcZbqG13nLnof2i225vj/H2epf0EIcVEI8d9u+7syW9f3nsW7gVCfxVlEP9T7phCiiHtadx38TaDQs8t4z777gH8N/E1gyFrbD5zAkdut4KZRViHEMZxV+6estb1kdBW3HOvv+clba7+Os6739nyG6H39NuPHccfwqLW2Avx5to59Hpjq3uwZesdxFfiftx1DwVr7C9u/xFrbxBHe0Z63X+HG5+99uIfiSSHEAvBPgPdlWRxqh/2v4vyE2zEHDAoheol8Gudj3Gnffd0XPee9d9/rxmut/Xlr7dPZ31lcAO1WsQR8CreE/hfZ5z1kXZZIyVr71W37f5Wt1dH2jIeruHthuOdaVKy13ZSmm13nm8JaW7fW/m1r7UHg+4H/uxDiUz27PAC8fIvHfNfinidUa+0G8D8A/0wI8VkhhC+E2I8LnnQd7+D8Xt+Tpd+M46yKLrq+vWUAIcSP4SzUW8UisGPOqRCigksR+nvW2u03wE8B/89uDp8Qok8I8Sezbb8NPCSE+KHM+v5b9DwE3maUcQGzqhBiCpct0cWzuGXt38zSdP4417tC/jXwN4QQ7xcORSHE924jr178DtcvM/8PYEAI8aNCCCWE+GGcNfgM8Ls4n+Tj2c9/jwuOPZ65Xrbj3wI/JoT4lBBCCiGmhBDHs4fY14EfF0LkstStv8LW3OjFLwPfm32GD/xtHEl9faeDEUIcE0J8UggR4pbfXTcAQoiP30pKk7V2Dvgk8FkhxD96g30tjtB+YNuqAWvtPPAF4B8KISrZOTjUk4Z1s+t8Uwghvk8IcTh7wNSyY+weZ4jzcf/+rX7e3Yp7nlABrLX/P+Dv4vxddVwUvgB8OrOKAH4G9wSdwU26X+r5+5M4392zOHJ8BHdD3yr+CfDDWQ7hP9227Ulc4OInepZxjex7/w+cNfOL2RLsBFlajLV2BRco+//igjVH3uSY3gz+h2ycGzgi/7XuBmttjLP+/wpuSffncdHeKNv+LZwf9Sdx2QTnccGjG+FfAX+ua/FmvrofwEWXN3DZFn/cWruS+foWuj/Z9iT7/XWw1n4Tlwnwj7J9v8yWtflncOQ8hyPx/7e19nUEYK09kx3jP8M9kL8f+P7sPOyEEHeNVnDL5VHcXARn2T57k3PR+71XcaT6w0KIH3+DfV+z1r52g81/ERdIPIm7Hr+Ks2jhJtf5FnAE+AMcIT8L/Atr7ZeybT8AfCl7MNzTENseYu8KCCH+Mm7yfNhae+VOj+degxDiOeCnrLX/+1v8+58Hftla++tv68B2GYSrXPsVa+3n7/RY3klk8+GvWGtP3OmxvNN4VxIqgBDiL+CsmV+802O525EtGc/grLA/h3NVHMyWmPdxH+8avG2VHHcbrLU/c6fHcA/hGM63WMIFlX74Ppnex7sR71oL9T7u4z7u4+3GuyIodR/3cR/3cTtw0yX/H7yy/K4xX6XyEEIglUIIibUWoxNAoDwPEFsZedaSRB2UHyCVwmqNUDulPd69yAduaoT+1nEZa0lTQ+Df3cfqKfAkCAFS3Goq8duDQEHOE7ecwHwfOyNUoIS7hs0UfAHagi/B9LCWAbS5hQ8UW//llPsM/wbmZi6UN7x871of6nYYrZFSIjwPBJg0xaQa6XmuTtdopFLuCgqBEBKdxBgtEQjUPUKoAoHFIgX43r2zgOneAio7JClvL6l1v+t2E/i9jM1TaQEJnoDIXF+JsN0iVNl+vRwrcQ/Yzc/FkfVbwX1C3YTFGI21Xc50xKLTBLAIIR3pZqQqlAIDQkiEvHeIJ/AlcaKJUwMIfO/uJwBfgbWQGhDd63ubxyCls5QibVFCOAtI3f5x3AuQmTWq9RZhJj1lHHbbvlY4ggzkO3/t7xPqDWCtRQgBFnTqdFWEEAip3FJRSoTy7rk7ons4iTZYC17vo9pyVx2vEBB6oKTAAoHtsWpuM3qXnam1xBoszkqW8s1bRHfRZXhb4dw07uHYhRRby/ze37PFJF5GprcD9wn1BlCej/I8kjjC8wKkdBaq0SloMkv1To/y7UeUGDwl0caijaXeTjYPUylJsMvdAEIA1vlJu6+NsUh5B8zSHWAtRJnuWSd1d77ALTmN3Vm0QIotf6GSYtO/twsO57bDWmdx9uI6n+m2E+i/hYfVd4L7hJrBD3OAQCdxV78RLwjxg3DTrBFSInDL/Ht1NtvMvWGtdb5UBIWcjwA6iUYbu0lWuxHO9+t8lYm2zme5y6+VxVlcvdZVL6SAQAm0dYSCdUvcYBdfh3cSNwsySeEeTlI43+iNw0fvDO4TKpkftEuSAqRUbnkvBNYaRA+hvhsQp84hJRDkAg8lBdrY3c5LQGbNSYG5QX61NhZ1u++yN4DAkaPB+QW78DK/q+1ZzsbaXQdtHcm+G7H9wePJbEkvNm/hO4b7hIrzh3avgjUWhAEhMCILQtHdZjBao/x3TxuqTpJirSLVhjBQ7PY6EE+RuSucb3I7dhuZStETMOsZmteT/mMsJKZrfQlSYwkzi/XdyKndS2isi9qHu8j7ds8TqpQKm3mmrLl+rSCkdCRpDcpubVd+gJDCve4JxIh3UcqLEgIphQtOZe9JIRC7gJB2WhpnrtNNi85YCHbBWN8IW+fWkWYX6bZlbSe1mwGZvCdQ21J/3i3I4sTkunbOLvPo3POECvY6Iu2SKPQQbOaYEkoiUndrprFLl/K8YNN0sF0H1rsAxrpgThe76WGyk5+x11W6e0b6xuha/MkO7Bgo92BzPlaLEmTZAQ7vDgeUg8yCct0g0269xvc8oZptVqk1JvONWvwgzCqiNEkcASCzgAxYvCC87m+FkCgvuF1Dv6OwbIWctbFuyW/VHUs72gldi00bl9NpbLYcFHfXUlgAeV/QTu0mwQbKWak6K7LoWuCFQNxVx/Z2IOxWtt3pgdwC7jlCFUJCFqHuVv1cv73HjslKTaXnkcYxKis7NfYGi6m74Yq+jZBCUAg95+O7pfq92wslt3yNSgqMztKQxN1VkWTpJvy7ZbyxWbVOZo11MxbgzgddbidcdoPLI71b8G5aNVwHR6xbV8oLAlf9dBddvHcCnpKvOwWJNgSeYrcpk5kskBN4Tmegd9mfarvrA2hqe7ljtyw2I1ZfCvweP7C9QZ7qvYhQOT/pXeAGvw73nIVqe6zL7dZp9iZeGDpCvYEVI6VEiABr3E26q9a57zCMcWct9BVKCDwlSbUl9OWu8qOCi+LbLDfTU4LetEy5y3M0t9cZWLbKJz3pyNRkAVGR7e8rcdcRzM3QDS66493yIwfy7iPSLu45Qn0jSKXeIJ9UkCYxWOv29XbXKerWgSsSLMJVcBmwQt4w9/LNoDew0471ZglqeCPpnTuMTb/p5mtnme629Kid0BvJ7/qBJUAWyU6MxZMCT7p0qXsBQmylOSnh8mm7D5fdri9kceO9GXYXW9wO9FpZO9SmW2MckQJiF5g5Urh6b2MhiRp8+5Wv0547De0GuSBg/3iJ6ZFh5NTjiMIILUro78CTo62rLvI9hcoePF2xmN0GbVwZoucJt7wXkOqu1WrxlNhc9u+24VvrZPy6eagG6yzULC0K3M27fdzd+3mXHc4N0RWA6T4Ptlcv7fYAm6V7fbJc4DfY/11HqNf7AV/PqMZolOfvmhlrsjWt1im/9HP/nHPf+gPKvqU/VPgetAf7ae8bZPLiCezEEQYe+V4aou9N+dqkuL6yqEtIu1W+z1duedyd6NrYTL3JXTQpu4nyllQ7y8fbbYyKu7ZSCLS16B6C7Ub0A/V6icG7jVC7boxQbemLmuy63Q3Bpq7HT8ItRZzuaUJ1y+Ftyfy9N9YON9murIISgnZrnbOvPkOx3SAlRKQWVfbZWGmz5jUYaaaUOlXSwT2IPR/hzRSKdgVF4O6IjvdKtXVfd/MU1aZwtNuWSWXuOnSLELp1+kJAnFqkEjjhRDat7l7sxmO5FfTmDnfr7O823MoD4J4m1F4yVcpz0ns38Z8arbeqpTxv96wTraUvlBSFpJNafJ1Q91L6ZYkcEUY1uZYI9jYDCnG2bnwT0NlsV8IJocSJvit8kIHnfItdMtoJUjgx6d0GIZxF2kqdlF8uu1tbiQuEFv27MwDVvWW65NNV0d/tS/u3C/c0ofZCSIVUWZWU3bJcpVKZLJ/Gao0X5nZFeeX1EOAVKFYGiVaXsVjaNqVq2lS8EmN1j5wQmKkh5OAo+o0/cEc4q8kQp07Cb7eLSwsg0ZbgLmop4oIyTmymndosz1K4nFMp8LuKUmT5tbv8wLbbHIU7LBG8Xd9A29dXoSlx4/Ym3yneNYRqdIrRWz5UpyIlsRmZSs9D+j5CCHSSuP5SuyXCLwCvQGV0mvr8eYyNSCPJWrPFYNBmtX8vo8bSZzV+2Ed6ix+b89V1LhCXwN+N4rztR/G2o7vUT43zQZrUbi6fN32NypJqi5S7w50hcD5gJ3ICrhuE8/nG2lLwxSZJ3Q1kmve2ig20vX0a5Dv5krWFeFvgaHtPqa68X+/naHP9e98J7kZXxluCMTprcWI2c1WtNWidYrEoz3MEKrb2312wHN+/B5kI4qZG+gqRWnQtZn5jkZo2pLKEzg0DbzypBS6JP/TV5o8QkKSawJObAZ7dDJOJoMSJuylSvZV73E0zliIj2F2UEd9NGXKVUM667qR3hzxiL6yFdgqd7FZRmW/0RooXO9Xa2Vv82Y7YuO/uRfe8Ghy5ptaNx1dbqlR573pfqODtI1N4FxHqm8F1ftZdciNqA4efeJqm5yMCnyBOCKtNhJejqFP6laRy+CGMyhGKBPEWBt71m2pzu+yM7xw3UrnvxS4wTDdhrbuWiXGrgdhYErOVRrWLhrqJG3rAhCMniWuOF2loa9eFtJVu5Wx2SVFwPUkmxu3XSrPzkZFkM3n9T5SJwnRJ2cvyWbePM5CQV871UPTcPmH23u3ocrBL1rS7C7ZH5VenyS6J/AsGR/bQPzKGnL/AA5NlVleb+GHKdN8wfqWInDiKEQJUDpsYdqKanfQNunAJ/N7bUiCwG9Ctf/d3kTyRSw53eq3d6i4n/CF2FfH3Yid1ry60vbH6V5otwbXZkt3byibZIrhQbT0Ybzbzuq4F2L3ukHcloboWH8Yp82+zRq113U8RApOmN84K6M6O23QXWGuYu3iSp45NsufBCh968Ail4TF0u46or7GihvHCHHUdk9oQT2hSK6+boAJnhabG5T/2Rr+NtVlSPygpt/ow7XJ0E+OFcDelNq7sVBtLnC0JjbWuCmk3MVbG8V0hlLuynYm9sSarsdDrNdtMA+vZHpuspbPNlug30iTK/J6W3R+oe1cSateH2iXLzeZ7gFQeyvMzpf6bWDZi8593HhZWFi/x0rO/yp5Ch6hl8RAM5AQiV8EMDsDEh0jxMTpiw/gE6vo2u9nHkHazG6S4jmCEAK0NqYVi7u6ZFl3rqHuzdks4E711I4J7He6SwxKI10Wid0kPwXcMO1mxm4n+3Lyk09rr/bRC7V5f5S6ZYrcPXesU3HIeXIO+brRbp2mWCbBLZri1JHHE6XMvUoxX6OiQhklYi1oU6g28YgUPTRS3ybVmqAw+SJrGdAiRUmymh91sqd/dHvqKTqx3ZZnprcLPLD1rs15DWQTiRnmqtxtSbHVk7Uaf74KFwDuCblDxZi4FIa5XndJ295IpvAsJdScJOpP5TI3R13U53S2oVpf4+pd+j2DlEnGqaKcxJ2dWKRWLKC9lbEQggz/kww89xdgDwxQLklbqg8wUoiwEviTaXmK0DUoKPNUNHeyuc/BG6CoXdUfda53C9VJ5dxLGumyEQAFya1l8d53tG+NGnVvf7D5dQWlvW1HALk+NvrcJ1bU7sZvdS8GVoyo/QKcxUqrraveV3UXVUQAWkrjNr/za/87Myy/ipQkWqPgeC1IRL2ygrSG8YCmEPiYpMH5tieFDH2D42KeQQqFwQZAbHZU2pkcExYmimG0N7nr32W3YFBfpLvkzCyb0rg/y3OnKr64QtrVb1lZ3RIneEhG52/FGRNm7T1cpzOKIstv+Ge7ec3HPEKoQEqkkOt1KTusqR9FTfSLk9bqe1vQkddyITO+QC0BJiK1mbWGO/nKJeiemKJ3C0vSeSdZrdawGnUYcGirTWW1yfr1BHE4yelyghCDO1pV620xPtUUb87pAjerqx/VgVwVztmH7Ddy1RHfbkHU2zWz2u8eWCpOxrrvEuw0mCybe6eqqtxP3DKFaazZbYPSiu5zvBpm6LaOlVOg0QSoPo83mFbXWopSHNXrT42i0xvN9bvdl1xZyQYHpg4eYWb5MlKT4OY9yPmB8fJh90/2ktQ6agPFKnonJca5emWff9GEElkSbzeVVkhFrlxx9TyIQtGNNLlBO9cgYolhTyF2fJrZbfapd66YbQbZkKv67kFQloMnElHsi+t4OD7B7FdsT6H157wXj7kpClVJmEnPbGvDdJH9SCJmRqdgkWfdZjli7lVF+mAfhglOiZyl8py67xeIX8lRjSxAEbBiPvqBAU0tWNkBqHymg1UgYEorxo0cpDo26FBRpkUoizFY7ECUF+cBd9jjVm5VRUolNHdS7Bb66XrVpM8ihrfPB7QJGlaKbc+nq9XcikNTcPU3obgXdY+6mQXny7lbhfzO4Kwn1VvPOZdZ0rwvT0/HUGoO1Fq0TV8dvVfa+xlqB5wd3fAZYrWm3qlRrNdpejg3tovHDe/YyduRxvvzStyiGJTpxjN/qMLihGSrG+IuXGR04iq8kibZZgEZmvlBXQxWnmijRFEIPIQRxqvGURBuLZ10+wG5e6oMjz8ATCOGU7RNtUXJ3lZl2kRqLkjsv7DuppRjs/kW/ktfXxUOWxiS2lu+9bZ5N9mzend73dwZ3KaHeWgdOmzVu68KYXnk+301wkflUhcwCHD2lHHcK1o213Vzn5371p7g2f5lmq+US1HXCvv1HqNY3WFpYIfQC8CW1ao3ltRZ//ns+wdzqCgOtNWxhCM/zNi01R7AmI56sE4ABrTUqs1BzQdaMz7qcVW+3hMd3QKqdb1jJrGuo3EoPM7skvaZrNef963NPNy3r3TDIDF3Ng1492V54gs2T6sudz29vo8RddGi3DffkMXdJUinPtYlWyi33rcUPcvhhDqmUi+6TEW+mUCyk3KqOeqNauHcI1hrarQ2+8fLXuHh5hk6zQ7vVJmc0wyJleryfwWKBSZUykQO/WqW5tMy1uXm++Mp5tA35jd/5RWavncLoxFVBGUsmbpQpHglC39u0WHvtoy4BJzcqXdkl6FbOJNotL6V0LpJU37jqZjcgMU73NNYu+6Lg3xnrtJc4c54TDilk/+fV6398ufW7J7aW9r0/u93KfqdxTxJqd6nvAlVOns8t9yXG6C3SzAhU3uHeUQKn/KSEwKQJUafFN176Iy7PnsMPFK3FJYbTFmFjjQP79uAVR6DTphA12Th3Br2ygALSKOb5bz7PyxfOc2lhjv/46z/H2vJ5MGnWNVO6/vV2S9Kuk2TqUl6va8RirCW/W0qLbhFx6ixubxemIMXakpqsg4BwQih5X9zxKqmuvZBmNfcdDZ1MsCTaxQ+l3Yp7kFBFT5BJoHwf5Xkoz8MLQxeESpLNmSTETWbzbYpFuei0RacRcRxx5rWvsbyyQLPdYqhc4qhveHRykGMDZQ7un8QTMZNFOB7E/PDRIf7Y9BBTosNY3sPolJdPvkalWGBubo6f+eX/wPLiWbA6W9pLpBSorPR0p/xM10pkt1HSFjYbvonrL9FmySnvfIRfijfnFXJSd06dv5uVcKfRbcENjlAjveWiUOL6hPpuvf2NxFDuw+GeI9TeOS6E3Czd3HxPSace1VtS08UdnCg6TYk7NU68+IdcXbhIrlXleN7yPZMhx/KKsjEEQjI2PkbcbjHttalIy/G9w+wtCx4ZLLLfSxnxDPWVVV5+7jmO75ticX2Nf/fz/45zZ18kiWOwZlMgRfRYrb0QQuyKCPmN0JsYbmErep79vFGr37drDG+GWELPtYOOsyChysQ+1G0a75tFklmr7eynpZ20Xls767Wt3fbu0GPjLNrt6vi9RNz9vPQGr7sC1Xcz7jlC7a1XNzrd9IOmSUIaRZj0Znr2d+CKWtBJwvr6PF/71h8yP3uOxSsXMXGDIzlNEitSqzHaMjAyzuCe4+g45aVnXmR8YoKOUlQbHd5/cIzjRUEQtfGswautMH/qFfZPTVJvN/mN3/+PnDj7PEnUwBqz2b9+t4kvv1WEnstKCD1XPrsbBLJfn3e5NSadaaAKdnE5pXXj1F0lyJ7FnM70S1upI9pYu9VB1EPCXdKNsp9Nt0L2N9tft9O73/q95wgVukEpl9inderU+JUCIdBdkt35D2+bM8sFTC1WRywtnOaFE1/iwrXzRI11Ros+R1TCaJBn9exZGsoSiZRjH34Kz4ODdon27BX2T1VYmZujkldMDOaZHCryoaOTHCoIwlyejY06S+dOcWTffgIMv/4r/44/+r2fpVNfQRgN1twz2qeGrQj17Vjyb4cSLrjU/cl54nWBsW7DOnh9jfpdAfv6h6+1r7ewddaGpKuD6sutYFfOczoGnnS/b//ZxZ6mW8JdQqhv5iwLhOxG6xVdzVKXDuWqoDY/7k5xiXVlsUkccfH8tzlx9mWuLS+RD0KKtsUPHC3xyQenKZgOXhJRSiT7xyfw+kbxdIvW2hLFkk9trcrKcp2J8WE26jW8JOKDUxX2mRiZy5MGOeLlBS6eeAGVK1LG8KWvfolf/u2fY2X1CkkSobclFt5tBCu6/9idSdTuQALv1EC2R7y7pNkdl+X6XFTLjfVE7ybsFO3vBtt6CVcJZ40H0ilIeeL1P3c5n94deaiuMsrctBKqC2edyE1BFFfj343ibz/cbuHibYSxCAzV6gIzl19jZWmOjU6DqUKO4WiVTx0dIGcMSW2NIG6QAl7gUz6wj2LfICW9zEsvn+Towb0sL68wOtJPPl/k3KV5xifGCEgZqSgeMvBSNaUapZj5Repa8OChQ7CyyDee+zpLqwv8yPf8aaamHyQGlJJOWNq63vB3C7r+0xtdxttlqWoDjfj6+akEFANBO5MODHc4r/YOTMG3AiluLILd67K4Sw7nHcNdQahv1DBPKq8niGJdF1OlkMrbTOQHZxVep8B/G+42iRNzTrUBo2m36yzMnefstdMsL80xiKGkYFA3OZq3VAplSGNIOtSLBdq+Il/pY+DwAyw3GgwEMFbIM9pf4huzs3zw2BHOnpuhVA4ZLAW8dmaWvRPDPO5Z1hrLrPhF1pox8dxVrjarVPYf48iwz8JrL/NrseGR936IDz/1MfK5CloqLGJXJ/Nvh7ZOAi/n757b+EbL1u1vC+6eZX9vVoO1Lvjk8pmz37OsgI7eOiaB84l6ks2Use77Su5i3/F3gLuCULdDCInyvNdbrNlrLwizYMv168AbtjN5p2BBoEliQxS1aNTmOHvuNRaWrtFOYwrCMkad901VKNoco2GKNhEGi++BWdrAGI+Ro8cYGh6EWsJLX/kC758eZ/b8OYbCCm3t0Wp3ePDAPhbXWsTKZ+9wgVOvzvDxI1O8Nl/lpeUVmkKwsGqo2QvsGR3iwUffw+n5WS7+5q8wN3+FT33wE0xOHUXjY63a1VH+LpTMltVq58T4O2UtdQMr3ZLMW0Uv4ew2pOYGxRIi63RqXbTeE1uKX9q499Iee6hb03+3PEjeLO5KQgXX98lovbMSvQAhXYWUcLvfeJb2rrnezotsresIIGFjfZ5zF15gbaPKUmODSrROUXhMh/CpYcWg13TWs/DxMAhf0UkkK6s1KtN7GX/gEZrVVYaTJoWJIl7UYb2T8ujRQV44dY69+ydoNSLWVuo8uG+Ey5fm8XOKI5MDmPU1Dj91hC9fXmWl3qCxtsJMp83VRsLBA/uotVt847lvsLq+wkMPvY+PvfdjdITF93y8OyyU0itEvJMocbfSx1qLtllL5p5rmGp7x6L93Xn3Zgi1qw961yDzkRq2UtikYNMxbHG+0nuVPHfCXUmo1lrIhE6kUtdpoLqSU/+69YkxriFfN3ixKdVnzKZIilIe3ymxCkRWnZWihKFVX2Fx7iLnr51ldm2R/jBHPynTJY8+U+fR0TL90iBVgDExcbvDWseirAZtuFwzDD0+zmAOBoYrfOOXPs9nHh7mWy9eYeLINO1mk5wPA4N9vPyNMxw7PoYWio4VHDp6mHOnLjAxOcRgOc/M1QUmBnN8bSWhE6XoxQWiZp0DR46wd+8U165d5fLMDOfOv8r3ffQzHDz4CB0TEvrqutSqruXqdBLe2Tull4x6f+8lVwPoNFuIiCzokw3rjpGp2FKY8mSWm9kl124Wwg5/d7cRT6/LoivF926HuFmg5w9eWb67Qr44d4Af5q6fsdaSJgmeH2zV7fdu7vWt9ohJ2yzvY/v+2/+uS6QSS5KmNGvLXL16mvXqIgvzVzG5EJGmhI01PjVd5PGxEN3cAGsQmXVtEWzYgOfqBfbJJqK6zon8EfYf3MORsMUr83Uq575Ne2OVZhKzZ880V06dZd+DRzh74gLD42P4SZ3VtToT+/awvFGn025z9NBhXnj5BOXRPip+iV9/6TJzRrEWGyIrsMUyg6PD7B0fpVGrEa8uMTk+xqH3f4oPPvERBgfHQAiUUpmQSkrge66aRt7ZAgBPuYT5rnj2nazu6n61sZDv6RbQJdRE280WLTdSlrrTZahvhO2XWuJSod5tyIU3nmj33Omw1mCNRij1uveBnck0k/jrtkvZTMN5g+BMtxJLx3UQPu3OBhcunWB1+RrpxgLlUonhSoFWdZEn+gOGcoZHJ3KkjSpYTZqkeL6HTjRCClaaLV69UMV78CiimGd031H80FANc0RXXsAPDLPNJkePH+PiuXMMDPURN1pgUvaOlfjat+Y4Nj2EjjqsLlV57L0Pc+rViwxN7qW/YLl4YYHvfu9Bnn/5Iq9omNEeYRwzP3OZVrvD+NAgR48eZXnmEs/99i9y9cKrvPf9H+Pho0+SL/S7SPbaNQb6B0H6WKVQXoBUTp92u7Tb242uZdr9v2sdKSlIUntH+0b12iWdnoaAeV/gCbBZupS+iQHTOzV3mz81UM7/eR83xz1FqFIqLBYhJSYTiBZCYLTBD3JAjzVqXSWVKwCwmFR3143YrPOp8gOXfrX9i6z7RycxAs362jwLi9dYXZtnduY0wqSMjIzSadZ5KFjnqaNFlE3AKJL6OkkU4wUevu9n6kgGraFY7ufcya9z6NijTE6PcqW6TtAf8spXv8pDXpsrM4uMTk2yvjCP8kKK/UUunrvG0ccO8+1XZxjfO0Iad7i23OHBRw4zc+4SMvAYKuU4d3GW8f17UFGd/WHIQ0fH+N0Ts7SKAWeXOzTXqpxeWmZ9coyxoWFG+yu8euYCZ2au8ODxb/H0Bz7NkX37+Yf/6if4L37kzzM4NMjgyF7itENK4bZeZ9PDNt24Y29i/53AZq5pT7FdNzLeTp0v1xOgEMTarYKCbSIuvT7U1Fyfw3q70U3Ihyyaf59Mbwl3NaFKKTfbJHtBmOWrbt1VaRKjPD+T5nNkujnjrckqpxJIs5JVY/E8wer8GXKlQSp941n5oEHjk2Zd1qQwRFHE8vIM68vXOL94mY2NKmWdkM8X8NrrHLPL7AkjpgcCPN3VErDZ+Hp9kIKXlhKuoKhFiyjPI7DrrC1XKcoK6xfOcySusby4ylB/hVB5XKs12Dc+wdmzVxgb7qO22gE/YKS/yOkTyxx5+CiN6gZxEnPoyAO89uopDu+boG1SFlfaPPLUIc6fu8qfeHyKly6v0MgJ1j2BilNa8/NcXV2hXi6xd3qaQFnqF07zcxfOcuDYw6ysrvBTP//TfPB97+Ozn/wBhF9EZlbX7fSpQhY9lk41606STy88uUXsaSbT132vnS37HTlZYn09qW66/Xl92eo7jW7kvdtMUFtnkXZP+U529S443bsOdzWhvu6SCresssYilTs0Z5Gq69ZQ1hiEiRAycG9JZ8U2a4us1pZ49aWv8MRDTzJWKdPQJYQVSJli04R2fZG5hUusVaucn51hZX2VocEBimkLnWiOF0Lev6fAeF6QdHSmN9ptwub+7VqmFktMwDeurqHGj5BGdR794Meo1SJGx0aQaYSKNqivrZBXHn39JU5cnOPA3kmqtSb9g2X6+/t59ewlHn78MV78xss8+NhB2hsbrFVXOLz/MBcvnOfooUk61Q0SbTh6cIzFq8uMjg5jfcvBgQKPTA/zW6cWaVYCzlY7FJVgOK7TPvca635IWCzj+wEXzp6isVGjXV1n7uI5PvzUByiVx7DCw2hN4Evi1KKEwUofT72zWQLWbqVM3WwpfbthN/9x5BRrkMKJoljAUwKJE8XuncPdrqiI25+j2RV7STN7I6+c1d9NldLm9VVdUrgo/n1i3cJdRaiuLfTWZe1N+Ddp6pb8m0t5kVVXkVmErmGdbxMifNdCWghCYqzK89rZ57l05lsMyISi8wKQCo+kuUonalOrLbM4f5XTl89j2mvsy/tMFgfZPzFCQTcYGbSMpjEHRyyhEpjUorKOq2ma4vseKghdKpW16EQjleTiUp0vffNVvvt79/H4E49SKPfRWb4G9QVYr5LMXiD0JMODeWYuzXHo4D42ZmfRWjB9bC8vv3qGh97/JJfOX2Z47yRxo8PK2hL7J/dyfuYS+w7sxTYbbBjD3olJrswvUCwWkYUSs1eucnDvJPMrK3zf8XEuz1YZUHBNhCy3m9RijS9jckqyvrjAgglQnkeUJBycnuDll7/J1L4HGOrrJwgKRFKh/JDI+viB2OyI8J2gN9jTC0+RKfTvDvQqYG2Oy26pSZksR7Nb427IWl33fIa6Ufj/HYYU17ssuu+5B0E2NglZIfemuLSxThxF4Ij1fpT/LiNUKRXa7Bz5sFiXspSmGGsQiExo2lmkxhhSo0msBZWipEEmVYoeaCEp+XnWr13hwQN9dGzK0tlXqK6t0MRwYe4aq2srBMrH8yTvGRvCGk2jdY0nR0o8Nl7BNCMg3JyRlm6k1+L77jQ7MgUvzKPTBkIFDOzfz8Ejs5SLeRYWVwlWVihYzdDKEiKps+rlySnD7Fqd0elp0rhDg4CjBwY5fWKWfXsnWDk3w0hOkiuGzFxd4IED+3ntxBX2HJ2kttqi2mxx8OA0J187zbGHj7E2v0JteZVDRw9w5rXT7Dn+ANH8VQ4NKh7ZP8ozpy+TDvTxldkNCuUcF2aXGSnnCaUgMRYVBJRCyZd/61cIRvcyOjrBo8eOIfMFhBdy5sIFvu9T30t+cOq6paJr3Gaz37flsL1JdJvapcYp9O/Wm7lLtL50AapuwKr3yO90uWa3k3pvF9muP7fX9WCsU43y1VbKVCFjkBuNf6fc2t0WcHs7cZelTXVvwh22SInyfKSJSYxAConWGmE6eLZNZH0K+Txxp81GJ2G4lKPdbmHjGn1DUxivxKlnf5P4wlcZ7s+zupFybSNiYKDM2VhRDAJSKei3HT44WWZ/LiaqLjJQLjjfU5BD9+iu9sJN0q2FvxXQFHl+4ZszfPXkNfZMjPORz3yWF156kam+PGF5iOr8BUZzHmPKMHv+EnsOTSPWF4nihMnRCouXF6js2c/62ir5wKdSzHHh8izHjh3h8pkZ9hwaY2mlhi8U5eEKMyevcfiBKVZW1qnkSgRDFc6dvMqevRUWrtQYnhpBt1Zp1joMDpa4ul4n7BvkK6/N0QxCTi1vUJCGuvWQfo4g8Nk/mGc1VU7x3w8p9A+QplBbX+W//NG/zAOPfQTj5QGbtanWxO0quSBPZEMCZbHSR2Z38k6VRUo6Ff7tVz302Mw53cqR/Q6m1tuIXqLs+iR9mWUjGEtOCRLDpv80tVuN7XYLvEzAZDs6eqsRXy8szj3gbyPg3fqg+05ws7Spu4xQbwwhhKuOwqKtzdpDx3ztmd/ioT1jxBpGxya5dm2GwsAIaatBvVFlcmgAaw1+WKRWXeKFZ/6QaqFModWiEAaEeY+SjHisX9Fe3WD/eB8DRQ9hE+eLzW4DoRRkmQFpEuEFOYJCmeb6MlhLxyvQJEB6Actpjv/td5/lxKlzNK7N8sRHPk65mGd57jIf//jHOX3hPI888gRXGw1EpBE6JmrVGC/4FBVUN1YZHNuDaTRoVesMl3J0NpaZ2DPB2uV5BqeGWZlfJCgWKfuwvFJjet8kc1euMLRnGtusEymfERlybW2ZgWKBxY0mhYJPf8EjrjfoGyiwvNhC9Y/y5VfPIseGWZpfpTA4wAtXliiOj7E2t0h/KYefJiQyoKN84k5EScEf++jTfPfn/iwDQ3vxpCS1EmFi/sm/+Ue85z3v5wOPvg8hA4RfQIkUK3oKKzIo6X5S3WMxKfCk2DXkeTNIAaVAoI2L9AdKvK7/UupqVG4oPHKnoLL+UdvRzgj1XqzDv1XsCkIVWAQW8w4oBm6KoFi7aQf6nqC6scHXv/brjFcUYX4EoSSNqE0uX6S+toyKG5TzAXndpKF82rUa1XabxuoiH9k7jPR9yrbDoUFFPgxcT6rUNb0Li2WSTgvlhyTtJkYoGrlBpBcglEcUxayICh2/QqOxQcv4UBhivrrKH/3hHzB79jTB7Bymr4jsG2L/o4+ycfYUUsNIf4n+yXFqcUpucj/1ZpvRvgqdTkKsI8YGhpldmGO4VKLc38/CmROM7j3I7LUZpg8cYm7uKoOVYcKCx8r8AoOT0yzPnGd4apq1tRX68z4yyBFsbBAO91FdX6NkNDooIDpt8sU8zZUVCpOTXLw8T9g3wFp1Fb/Qx0ptDdk/yurCPOMDFc7PLtA3PkF7o0a73aJUKTKg27z3Ax/l4tIypf4RnnzsAxyePsjkyAj/4//697m2Msd3f/wzPPHQ4+zf/zDamB3nRddPmuotGT6VJfPfDRC45XHaFZPOhh1kgbSusEii7R1r1Hcj3CfUG+MtE+oXX1noLqZQaBI87A6X3SPFQxMR7LjdfYJFoUlv4rZVaNQNFCITPHxPEW9TaAikITaSviAlUJZarEhFiBKQRDX+/c/+M8qiQ6mQI86XiesNyjkPaTSrqaFZq9PeaHB83x4eOzBMbvEqwyXLnv4QTEoqfDp+kaDUh05SglyBjiywYPK0Ox1yuTyNyNBOoGE9tE4J/RztOEJKDz8IiOKIRrvF5UuXef7rX2Hl3ElycYrIS66tbBAWCkxMTbCysMRwqYAUkpGRAQ4cOcBSrY3tG0SGeZbrLfbv3cv6+ip9lQqhn2NxbZU9I2PMzc1x+PBBNuZnGRqbYm51FSMsU5U+riwvMzIywpUr1xgaHkIpycbSEmMTk8zPX2Xv5F4W15Yol8skzQ5trRkZHGBheYWJ0XFmF+aolArMr6wy2DfA8sY6gwODXLx8meHRES6dPe86YSIQURNtLXsOHqY4MMiJU2cplAtMTYwzODzK6XPnsMIQtxPe8+Aj/M2/8n9B+EWXd9mTFdCdsp5yhOopSFLX2XS3qPFrC28luaB7bEK4Zn2JtuS83UOo3RzUnRL534hQb7TM73bcvRdcAG+ZUP/olcXNjQKLZud1iSNLg0bekFABJDtbIr3b5Q4+0pCIDiEIibY7f37eM/jSklqJsYLYSHK+5Wd/+aeYmznHQwcPUR6Z4tLSNXStxoOTo1AYIk5T8oFE5vMMBYIgX6LdjPDiKpWiTyJC2qqENcYdv0kZHOhnab2OtlDIhSSpIWrV6evrJ9aatN0hwbJRq5GmKa+ceIW5K5fYmJmhvbREkA+pNlt0TEqhmCcMQ0y+TMWXLM7N43ke/aUiUZIyODzIvuk9XJtd4NgTj3BiZg4vV0AaQ0dr+vrKWCkpCMFGlDBcCJEoFjsdjhw4yNVr19i3d4rZpRWGCgXa2qC1YbS/n9n5Wfbt38eVy1fYPzlNs7FGwwiCXIBNDblcnmZ9g6BQoLO2ihfmmF9ZpSQsy+02IvBJ6nW86ho5HVOvNiiMDHBhqYpUio88fpyW9VhvtkjSBFusEMcJ0vd47Ohx/vaP/WeI3CBxGuNJJ7eIdA9tKSzWCqxUhDIlMcr5WtkdDQS74sndFCfDlkK9J3YuI+3md4Lbr+CJzUDQbik57aZCSeGs5+0J/Wl2XBIyQZpb+9x7KRD1lktPFVtpSQIo0gYsESFmR0t1y3oMiTO79for0vuZ2+GT4pHSIXS6nGgkBp8EoRS5bVdXW0EjUSRGkPcMgTTUYoHEkKZtvvbtr7GyssSLX/kyJZ0izp/h4BNPIYaHUX6BWAjCfIFW0uHY4CCVgk9k81Tbq4i+fSTFkGq9gTACL+gjajdIrEftylWkl0NKwYUrF8iXC+hWm9/+vf/EQBDiacvpMyfxymXW5hdor65jlcAmMUE+oGE1qhAwQJ4ojql1Gkz39yGwdDodl/qVplglCarrvLyxgY5iAgTp8grl/ftoLa8wdWAf61evEJYKtCwEQmBkheWlFcojw7zwja8zMTLEmWe+gjc0THNN08zlCcI8p87OMz5a4czp1/BVwCtnT5K2mm65HyUUfB8ThvTlfU6ePkt/qUC9Xoc0YbHdYbiviF2qUwolAyNlVuaXKZbzSAH5XJ4jE0MEEj50bJLK6gJfXGiy0GnT8AP8UDExPMKpuWUGy23W1lYYHxoGpUjiiJGBQYyfx1jpLB7fx0qBkrsnKaUbPFPCWcwCiIV7s+AJIr215O+GUrcH3HYLifbCWPdwkGxF+Ltj7wbOug+SN7NQ2G3H+U7hphbqC6+cfceCUl0V/a7a0xvBBZ2uJ1QhJXghax2PgTDFl4bECFrax+oOP/mvf4ITJ1+h0GkxO79A2VeUKxU+8wOfw8QJpZERigPDpElEmlq0jijnQ/L5ftbWV2h02hSKZZYvnyfupPhKcvniRZbWVhgZHWF+dhZdqyN8wdrqOiaOXZAqjpHSI1UWYV0+ZpxojCdpximYFKOdY1BZQSosSkr6+4vYBDYaDYwxxEmKUhKBRCpBIReikAgBfX1lUq3RxlIsFqnV6vi5wMnuSUWa9Yvqq5TZWFxmZHKU6uIaYX8fyhoKQ8MIk9BotBgoF1iv1SkODbA6t8Dwnikaq6v0Dwxh2k1aKETcAWMoBQGry6sM752g1WiidUKt2kQMjeCX+1g5d4ok0YyVS7zvfU8QW83nPvIoQ+0V1mZnmW8Lvj27wrnExx+dpNg/zL7BQQYCn8npg+QLZXzfZ2pknOXleYxVjE5OM9g3gAqL78hcfKtQWQVUlxiDjGF6U40sWY+lzIpVYutvdhu61rUQ1y/3u3m0XXsmMpnu6S48htuBt7zk/9Yr5618h7reiCzp2xqDFwQYra+T4etCSomQEp2mSKUcEXW3KYUX5tiIPfoC97epESQapDAsLC/yja//Ib/w8z9NWq/hG2dXG09S6B8iH0gqg8OUhgapr21grGGwVKEdd7g2N4+KYlI0zdoGWIGvDR0MVoMnDMamgEfgByRWo5C0kggZpxgEcZoQZ3mzpXKedqtNp5MQ+D7lfJ5WEpMPc0RxRKVYxPM8jLB02hFRJ8JTinaaICyUgxydJEZbgxVQKuTwhaAVJ3QSjc1Ur6QxBEIQWYPyFMpTTtFKWPIyREu3dJYCEuWRFxYhJKnRSCEIpCKXU3S0JWlG+PkQa6GTakr5gKTToRMnTiPBxOTDAom2HDhymNgLaCzNs7ywSJIaPvzeR+lU6xz+6EeZmJpiOjQMtNZQ0Rqnm5JVo3h1JeHq/AJ9g30ICeVyH0EY0O8H9OfzzNbqvPfxD/HJD38GpdQdWe7vpMUKLoIfa1fIEWm7SaiJtnhZ7b7BdQPtpk911eu7ebS7CZ6EUGXuCrZIX1u3/O+mUXWy43m3BqZ2JaF26+6dnF5X7cmgPA+EcJVPKhOJzsKjkZb4IhM9AfcoFZLECHzpauPbscUzES3yNFpNtE35u//1j3HhpZfRWlMsFRjo76NRa+DnPMBitSRNUwpBQBLFyNB3VVbaOClAY4iNJm12iNB4CKy2GGFJtMFgMZnUkjEWP/A28yONdrqtnu8sS2PAJIYw55MPcu5hkSQonKUqfUmcJIiwQECCjS1SSYy2+IHP2sYGpTBEi5TA+EQ2pZNqCn4O5XuYJKEZdVCexEMS+D6dOKaTJJTCHCr0sLGmlcbkgiDTglW02x2kslSKJXJBSCtNiaIIk2ryhTwtbZE6wRhDLgjwkVQGS0zuneLihavE9SbNOEJKyejIMI04RicxTz94BFLD4P5p/Ilp8oOjlHMFrPRIhGWtUSOJI9ZqdZqtNotzc+g4Il8uM1opsrJR56997s/w3vd9BFSYWYMGI/x3ZF7uOFd3yo8Vrstparb0T1UPAYnMz2jZ8jV2k+a13V15p0GWbdC1nKVwxLope4H7vWuhmuz4dsv4bzfesg/1nSJT6LYngW4HUCHIrJ4t76yQEimlC+0CoTCkscZTyhEy3aVWd7a7oBTCxyL59stfI2nUGe8f5kpG4GmaorUmShI6cUwxlydK2hhriToRWmtsR2C1wRpLIZ8QKkW12SI1GqUkHeNITgmJrxSJ1VgryAcBSZa+pbVBeRIhXMFeN+3HGItQAl96uPiaRXqKqBVhPJBCkVqB7kQo3+L5PqmO6Sv3O6tVOL+iT0CuUiRaryKlwEqD0Ckq8FCppKQCUmsplou01mPy+RAhJaHnoz0Pv23IeQHWGsJSgSiKySsfYSCJNalJCaTCL+Yw1jJQypHGnms9YwwiMSRRBFYwMjrMUpQQxAmlQgEdJ5TyOSjkOX11loMHplmfncVfXkWNDbPc3w/FAcLKEEPFMmm+xFBlgEbUYWx0hDiJWd3YIMwFHB4aI18quMR/q0Go20Km14lYd4MvOySzWyxKiOuWv72/C7Ysue7bu82y6/pFfZm1LLEgsoVgV9hlu8D3feyMO+blt706ZwBsqe9bMh9rprbfe/26vteuylSXbLv7BAoSG2CiFmfPneX8+ZNU15bxcyEyTQmUYn19nThKKZaKaAwiU3xvxzGep8gpj0RqdGrcUj4F5StsClIJ95VCoI1BIpwYixBEaeIc9sZuCk8bo/GlIjEGmQk1p2lKK4rwjaYQ5rCeRCiJMgZjDfl8kXajjgxyzs2RuPzanB8QhT4CiV/M42EphjmETbGpIV/Koa3F83OkyuILSU4Kcp6HVBKNQIUepBplBVpawjBEKonM9DqFUHiFEK/tfNtRklAulzACKpUSSWqob9TIF/KMTYxgkgSdxChfUcrnwfPY2KiRawZ4xRwqn+Pk2RkGhwcZ7heYK1exi/MU+vvQg2Os5YpIP2CoMsRQroiygqU0Zc/gAGZjjZJQ/Orv/A7zqzU+8cGPEoY5fN0CQMsAaTVaBhiheLtsJkFWodUTP/WVxevx4Xs2waIyDVbLdR3Zs5blvE7H4DspMn37C1S7ebFKOKFoJSDg9T7ed6uv9K1g14RNrbXX+VCN1tf5S3uhlNrkYj+X6Zy6DyFUGpMYCirlicefYKW1wdL8AoUwxHo+bcDEMaMjw0RJTBonKE9ihSVnfWeTS4GPh0ljV+UkUjwhSdGEyiPqBpSUxHQV9611coLaEPoeSZwiPYXIxuqjMNIS+h6hUCQ6JU1TIhkTt53+QNEPSeOUVLTxlaIkPDqtGJ1apCcZHulHrklq9QbWGoaHBvBHPK7MLpKGguHRISSW+kaT9Wad/sF+ikKRK4Ysr6xjPJ9KIY+HZDFOMRIKQYD0PUqlIhhLrlQkENDSGpk1Q4yiyFmeOmWjVqVULDEwOECz1SFRCflCnrgdUxctrLX4hRzGWJd/u1FDSEWzGXPx2jIlBVPTEwxrSzGKsWlK/9AA1bVlVM5HDU1SiFsUMl2GZnWO1VqH/nIJXzp3jhUSaRI83cYKiTIWBSSqgLAGhMTTbbT035I1awGtbSaw49ICpU6wppsrahGk1+WvGOW77wb3v7VYeX2aobAWm7mpjAzoJUnZI/HYfc+oYPP3t1PsdTPzILNpeoNM7qH6tnzNuxK7hlDfDLpkqjzvddX9Ok1JTMDaRsL83FXCwKezvo7ve9TbNRKtSeKU5dU1hBQM9ZXxPJ8oimlojacgTlK35JeCOEnxPA9PCQLfI0pTCn5AJ0kAJ/sXeB6eVMTWoJQhlAF9+SLrzQalMEdQyNFutunomJzwED74+ZA0irEGirmQfD7H/r0T6NSyttEgV8xTCHyW16sMCEExDElrTYSOmZqaBCWJ4w5RvU4pVHSsIk1ivGzsxXKFQpjDRAl+ZCjnCqTKo1IpU0lTWmFArBQDg4MUlcR0UmrW0kliJkZHsNbSabZJfUUUtYhjn1bcZmpkjCAfEMUJfcUS2mhmZ64hfZ8wDEnjBOm7O9OkmvxgPx2t0e0IL0loxJa5K/NciRJUzmN4ZIixZoTwFcVSieJGjSRNuLKyxlMf+TQ/8Lk/Q2oF5VwIEgQarMAKhbQJwlq0kCiToGWAsNY1jRNeRq47zyFpE8zryl0tARopbJYRLTACcrgeYVJIhHC+G2EhReIJZ40KY5xLogdih/bnAmdZb5/RVijAII3GqLBn7+6vb1+FYaIzH6nYqkB71zpE32bcsbSpnSC6CkQWEMJZfZv+UotOrm/GJ5V6XSqVtU5n8vO//9v83E//FKLSTzQ3h4empQ2NjXV0ojctynIuR6FcxBpLo9PGRCnWT0kT8D2fZrONH/h4CKQvkULQiRPyyifwfGrtFkGoKMiQWtxBSUkuCMBCTirXIDDwXA6lshgNQeDj53OYJKU82A86pSLh0x97mJlrG9RTTRonDPQVWa42GC4XiHSL2BSJ0pgNlaevnKdVb9FfW8fLeSS5Io1Gg+FcQCoVa40WFkHUakMSUfYCRLlIrVElL0NSY1CBoCQCGs0m61GEyhdRviRdq5FajSoUSJKUteU1+stFxvZOUqvWWVxaJvA8NuptKv0F6us1+oeHqG/U8DyF9D3SKEL5PkkrQvgeXuCTJBGe5yFji/AVzU6bXC4HqSY1mkqpxMBgH57n89GPfxd/4s/+ZYRfIBTJTZedVjiCTWUOgXEkK32kSUhVAYHBbsuHFtYgMCjdcZkfKkBYgzQdQiUx0kcgUMJeV2zydnCP3Z5Pm4mdY115tlY5hNVYuWVdCxNnr0X2OsVKz7l7xJu3i0K1pS6Vmi2nhcVZq7db4Ppuwl3TU2ozLUrYLXLFWZ1d4nQ9n7KF1zYpPyGEEzuWku/6+KcYHhggqlf5g8//Btdm57C1DTpSYtB4vkfoeSRWs7K2TqlcxFMebRuTD/KYNEJrR+BemMdPU3wkiRKUCwEaQxAETFZKSJOSLxYY80MKudAF81KN9n20NRRKkk5HkSfFhCUW12s8eGCcerNJvliilA+xtVWCvGRywqfjS1r1Ns32IuWy5PihvbTSHBudfqQXcenULI8eHuZrK2s8fmQKMTrE3EIVMTXBvjzUZcjK2holmbKeNsmpEN1pIf2Apt3DoaJkoa1JlU8uaoFNqMo8K8srDI2Osbq6yvRgkTSOaMcxZ32YKJeYOn6YlUbEY6KDabU5MbtOc72KLaVIk2CsodLXT71aJ18q0dqo44Wu51SSJAgrCLyAoBigjXV9lqTAChgMc6RCMTw6wef+xJ/mw09/jFiEGC+PTOtooVAmucHMcWSkTOSuf5dgsnmidIdUFVAm3rQOfd1C2ZjuA9wjyZa72b2SRm4F1HX1C4FA0LY+eZG8eVIVwlmedmvOSh1ft4sVHljXisdur0oU2essMCeMm5uOeHtVnrdG1qvEtR2J2cpM6ObK2iwQJ3cuiLyr4HrI3f4mkjcl1E4SkfPDm+3ytsJkASlwJ2RzgkuJ8v1MJFrihWEW1MqCVj0EK21KXoAsFHj6gx8Ba/jA0x+jE3X4/Od/hz/43d/k2swFEq2zlBYXdW80msRRSrlcYKDcz1CfZHBkkJMnTjPaX2FoeAAVBLTbHRfIkS6R22rDQC4kMQk6yJMLA7Q2FMKAyPMJREo+V6cTBUyF0IqLrNXaVIRBVnKoYh9hzmdDpzx7colSoY1FY4zHwkLCwekDNEQRv1IhIEXjU0MRpx2K+TxxZYC8L8iFOWSYQ4zkaC03KfWNcLhiaJgatajORG4vEPLSasx0WWH6yzTTlFIsOTyW51RNsVFd5sCAwHQK7N07gk2rhMJjbaONaa5xuBLz4ECOWHfwc4eoTKXE7TadTovLZy4yVCmxsFajrxhQ67QJi3lSbQhyOUy7jed5RJ2IKIkpBD77J0dZWFmnMDDAY489yUc++gne894PkMsVXEqdlyPQTcAgblByDF1rE7AaLQHhZa4AN3cF4Ol2tszvsoULJLqUIFcw7Xmee89aUmuIky3CU1KhpKIgb0TqbwxhUoTNvO49S/iur9W5DCxYk/lbe/bpjjvLGkFIZ51KD2ki97lCYlRu629usr7sKvSbzBpVGSd3O7O6M3T3egJEJt+5Xl1ncHAo09+9HqlOXZqj571txHvTJf8v/fYX7KE908i30X9zqxDZxO4epxAuEi6ly0tNosjld4bhdb3iuxVIOk2dhdGTBZBi+daJV/hX//jHaa2tUa2u0+q0QYBOnGXw2NFDPHxgnJUowQpBdblKrlCg0FdBW4tuNImEoD8PlX6NinMEfkiVJv26j76BPpZWqhT6y2y0I7TpoDxNKxIQNTA6ZCUW9AvNWjuikxjq1To2igh8RbtR4z3vfZj15SpRvYVSHlprfN+p/2vlEzUbfPxTH+b5Z1+AQh6TaoqlEn6xhG40MWGesJhHRW3SMIcRMtOwlCS+z55iwKqR9ElLnHQo5AsICZcuXebIoXGuzVY5dmAaL4Ci7/HtU1dYvHyF9xwZZc+RfdTiNiOjh4l1irUpvrY0Wg1qEVTXO2ysrbM8e421dptWo0lqIE4STGZ3TUyMkkQxQ6Mj7N17gO/73J/hyOFjrhUN2TXGYIRCmQjxJh1PprsUxgV/lIk3A0ZdXlZiqx/Z5gRBoGXOFRCYCIHF68mD7tnxFiZwt27TbL22O6chWullJHr9dqPCjGy3vlPq2FmlQiFM4qxZ4WGkd/137nDP7pRP2xWRFmQpUmxF+XdrAcLNYak36uQLJRrNOi98++t8+MPfhZeVtXUFeGr1Gq+dO0ViNI8ff5RKqXTL3/DW5fueed4OlvvexMG8PXCr+izZP0v+BxeEUr6PNSYjVNh+uaXn4WX7WGudWr/W+Lkcxmg6UYeXXnuJQr7Iv/qpf8b63GVWV1ZpNJoAPLJvmoffN029CVcuX0WoIk8e2c9aJ6EjJJ3qKhrFUL9C5gQ6Fkjp027GVCNFZKDVqKF0jO60abU6iFhjhKGjUwIN+48cYqNeI2o1YaOFn0WTte+RRgnl/hLDBZ+Ctljl0elEWGPwPUHdWNZrHaaPHcSvrZP4OeIogTgi8Tz6yIImUtDxfRrKIyctMo3phDnKzRYkBpPPk087JH5IqjwW63WSeptPf+6zvPL158Fa4ihB2wir8hitCT3BwUeOMz4xjswNMFDJ41Nncnwar7ZCU+Voi4B6vYlJY9Y31onaHZaXaly5cpUrs3PsmRhnet8E7/3Qh9l/8EEOHXoQ5YUIz0dajbD69tzA26OZm++71DYhfciIa6sM89ZsNis9R3g23TEwdaswyndugB5ylGkbEBjlo9KOs2KFwkj/5uF5qxGI66zeLgSGQAl86YSv7z4S7cKSJDGnzr3G0OAYA30DXLtyFi/XRydqEuSKBJ5idHiCV1/+JidOv0r/8ARPPPokeycmUbfo63jLhPr8S6fsrX7JW0W3Rn+nFKneGFXv/sAN6/+FEC75HDZbSVtr8cNws4V0mrS5cOkCs6trnH/1W5x97RXypT5e/NbzFITgsfccptkxzF+bpzIwiMzIxSuWKBd8lheWqVUbpEKSExYvSrBao40hJyVtIVFAmjUXUmmKyueIfUVZecTVGlJKgkJA2ogQuYD+qTHa9SbLi6sUgMP9RaTWVI4cZPDoIeI45ewLL1FbrdJsRRwYqmA8QaFQZP+HPkScuO/K2ZSVpUVW5+c5euQgG0ZDI0ZIxdWrVwmVIN8/jE9CqlNqnZTq/CIiarO+tM6ho9OoJEF6irqQRI02JSxrrYi2MBzZM8HAxBj1tXWWmi3Gp6fZd/gIhYJHrlCkf3iYXKmf5toCorWMbHdYSj3qkeXESyd45LEH+fh3/RADA6N4QehyPoO8S00y8Z25ka8LhpJF84UrKoHNZoOp1njq9oUdNq1TITKVX7vpO3WErdEqd8MMAGHSzILdvr2bipU9wCxIJQl97y4lUgdjNEvL8/zHX/1pqo0673nivYyPj+P5eWYuXWB1fZnFhTk+/ZkfplWfp9aMEPkBHth/gLHBQYIwf52E5I3w1tWmbpt3emdy3Ikze4m0u5zvtpPuWqVp4mrNN8nVWnQcI30/M/sDjh9+gP37OkyMDvPwez/MlcV5YmGpXbuGVRWWr57DtmIWVq/gF/PIJEXKKkm5SFqvIxNNQUpyYQDlEn4uwJMWi89YX5F8pUIYesxdusKxR4+TGEmQLyCSFs996RukUYxoRNhUU+6vsO/AHhZmF6nOLoHNbl5rEIEiXy6TdCwSD2KXKhTolI6FPm3xgzxef7/LcYwjigJqrRZmbC8jhT6QknqrTiVpMzhYZnTPQYz1UJ5ivb7OS5//Imm9hgQKrRap1gwdPMDRJ5+i1Wxx/g++QNuCH6cMhj5+u4UXxYhOzJDukMzOMB83aBiw+Qp+UGB0bJiR/iKVgo/fMYwPj7MwN08UzVIplbK23wolTBZMus1W0Wb1kiAMAidGkyaILJDhedvJRbzjXVxfD+mW9QDS31ziGxX25K1mxJllN3RTrqSOt/52c0fh3Cl+mOXKuuN3K5q71Sp1nFDbWObitXlC2cEjZqwvwPc8Ws2IVmsBnzZxvYqMmzz7ld/k8JEHqK+t8b4PPwnG8KUv/xZT+x/m4eMP7ehvvVXclFDX6uv0lyqZD/WdOd3WWqx+k06ybXDW7fWf0SVbozUia+vYtTicPpkklAUePHiMKEkIC0We/+1fJfAlZ147jUk1AknR98kX8wwMD5A02yzPLSOlIBQQlIs8+fQHsBa8XI5qdYV6tcbe/XvoGIXttAj6yug4oTgwihaS9VrNlTLW2xD4CCVJ4oQoSoiSmMRY/K6LQ0py2mKNdm0yAg9fSESrRZL3UUFAZaiCsB101KAyOM5idYmC79LNlInxbYy1CqFTPKkQwqPRjugfnyKuLRNKjyBNEVgSIMJ1tzRJhLUpQhlq+QJRvYPzMXoMPPAwc197hiBNyQ300T+xj9bpk4wWfXyTUKotsRpt8M2vzBEXFGP7DzM0DqHnMz5+kDBfQoIj02zyvlk/6XeKTS0JY0nSdNMiDbJyXJdt4sa2RaS3kXI2gwc44uslx66v1VpU2r7uzzJHmbP4pXClztlHSSldVRx6s+KQG2gc302o1arMXHyZP/rS5xFhhZzwaDWanD7xItNHHiX0JGfPnGV1ZQmwXFutc3WlyqGJES6f/xavvPwy2kTMzM8jwxLH9u9/nQ7sreKmhHrm5S8yOj6BkBX27TuGuo3LnVvB9rSpXhitt4RVrCNYk6ZIz3P9nwCBazsdBDn6cyGr1VUmJvdSXa2CNfjCIlLNQKnI+N5J1lbWWF9ac0ncqcGkmk7cpljuo91pEnVifKNpthKGhgZYaDSQXkBqDEhDICyesPjakGTRAZOkxHFKbAHZrYxxObKetHhoPC/AV5pUb91I4DIUjOejpEdYyNOONYXKMEl1FiEkgZ9z3RT8kPUkRiiJFdL5yzyfGFy0GIi6ZCEV0vfJFYsgFEr5lJULKvmewEYR6+trDOQ8FpsCIxQDBw8xt77K+IFpqhst2uuLlLyQytIqC8tVKC7TaHe4cP4SSavF5MHTPPLQo5tkeifQFbMB0FpvcqU2TivCWnuDddNtgnXVWK8bhLWvS7fqRdclAC4AJwT4QbhlTECmaeEI2vO6xQ3X+4ettRijd7jnd1vs3xJHDT7/e79Lpz3LpWtXUPk9HJjay+DwFCN9AdV6AyUta+tVEClCFXnsyCGM9Pn6s89Ra2xwcGqMiYlJdFxHZCpybwU35eGNtQVOvPw8aXuFRCe3PafrRnDSf+K6SbIzLDpNSJOENI5J49hpBXT7T1nXXtpozdTYFO9530e5ePYCuVCgUk0apxB4REYTCUVinJ/GxAlCClTgIaRPPl8kUB7deKwvXZvkXBCQJCnSWkwKVoT4MmsHoTJ3hZIEoU8+9MmFvtM/lZI4SUlSS8t6pHHsLJFNd0dmOaWaxtIqcdSBTgc/WqOcD9BWIIxG+ooERWJSBgb68T0P388xODxCZ2OeoNhHrEL8ICTIIvBe5veNYo2QPl6uhDbCSR+mzs9dLBeJkxShNbrVwsqAHIIgKJAaSTAwRGn/QRraIIzBK5ZYu3SZSqfDwaMPcfzYQzfP6bkTyMrvkyQhThLnjpDyNrq9dhrTd3aOulVQSRwRdTokcYzW2gkA9bjHkjii025v5l0Dm0JFOnUKY8boTXEhe4NshTsDVw6c9wOU349CEcpl6nGDpz/23ew79B6E8Dhy7DhB4BPm+ti3Z5TAB6l8dH0V3dxgcXmdvdPHObTv8C35UW+Em9KwkAFK+CwsrbL/aLeOYhcgG8aNA1NZ6odUaGMRwqk9iazqarMuerPuDmqNBnO1FtL3Me0IZS3SGJSVKGsJ8wWUlIhEO0tPG5Qx+L5io9lAKB8tFLGXI1eqUGs0yJcHCL1rFCsVWlFM0mpTkD5puhXJ9i3QaXLptdNEkcZYi8FlNsRCoBcWWFhewghJX5JQB/Bd34O8kiRJytVvfhsvCEmtEwb2pcSvN1h5/hvYVAMCVcoTLa8hGnXmWmtYBDpJMcIjlJq6EGggRRB4CuEpWvNXsFqQT1OaQGQssbWUTUot8LBKUcznnOiLp4htiOcJTDvBqBJ9QYjRKWVlaQY+xaZFJi0n7qJ2bymO1nozpUpKualu5vB6a263w03xrXvFaBes9ZTndIh11+VxPZGorBJxU8HA2iw2sXuuXRR1ePXUS7SSlCj1mJ6YwKYxDz/5AZqdNlMTezh45EmiqMPY6AkuXTzHtbhBuX+Asb3jaBkydXCS6f1HuTZ3lTDMMz40SKnURyeKSJIWnvIolwc2HzI3s0NvSqhWBIzuGYPcMMrzd41R8UYK/0IqyHxgyvfdBMKVqnYdSl2XAMYAlsFKP3/2z/xF/sG3niU2Bh/Agmm7fFdfxxSKObQ2eMpDWqDTwTOGdr1GHCf4VtOu15g/cxptLK1mh9rGBicWF4kijY5jiBJUFLkyWt8j7sSIJKW23sYTOH+yNeSUpBPFrK1v4CtJQ1uskhjrrL5QKWKtiVfX8Gue8/NZS0rmPxaC1erGZgGEyB4kjdU1WucTrLHkPIUUkoKxBFLgKbf8z0lJc2mJxspKVqIr6CDwARN3GLANvL2j1Feq5JTC1w1ywhDmPAqVfqJWg0re+e6MECTCyTMaa8l3WqjdRqZZmp61BiUVxjrpRiEF2uhNaclu9d7tjva/XehapwASVxQjlXLGg3QFA0ns3Al+FjTswlpDmiRZEYS7l6y1zqrt3o9C4HmuXNYYcwsryLcOaw1CSNZXrvLC177IpctXMUazf2qAWmeNxdU6BzSsrK8y0NfPuZnzeDkf5XuMTk7T7KSkG+usrtfY/+AjiKjO6toiv/87v8Znvu9P8uQDD7O8usS5S+d56KEnUauLjA9PUSqVbzqum86KF7/9dZ567HHG9tpMi3KX3Qg3gNHOAuz6WKXa0vE0WrsnjdabZAMufzURAT7C+RYRqOypncQJc+dnaHe2IqtYS0EbXvniM9g0JbGQWgtRgsnac8bGEkpBO+uDbI3F+h7GGBcKkJlVqA1RLmRkzyimGWOBukloSp9gYohgdpGC1UhtIPRodzywlkhIPKsh03glG7enJGn2WkmXAiSMIfS87ObxrjPQFTA11E/UjlFG044sge+5pY8QFHzJngNTzC8sc/TAJOVcno7xCSsV/FadxW8+Q2kwj6xeQMk8hZxEoQkE+EIQCoWvFBHQaPacw90Cy+Yy1hhD13vatchcGtXW3HdLwuvdL7sdQrg8bp2mmS6vwcQxUgqCML/pzvN8H52mpEmMkHLLh9oNHkqJNhpj9HUEuh03I9Ouq+2tx2QsxliwCeW+EUYnxnnp1RPEFmbmG0wM72Gw4FNbvYKnBH3lFCk9Pv7JH+TA/hNcunKRdq3BtaDBhz7yNJ/97A/RakdYk1BfWmJxdpbk0H4uXj6LNoJ2u4bWCYX84HdGqGFujWtzJyj39ROnCbng9qmkv1VIKZ1snpBOXzVJNluowFYea9datcbJxEnAUyLbHyIsuVRDkrI+s8CKnSeRAi/ViCSlHQZsNDr4tk0iJVobcsbgZbV7Wlp8Y0ikRBrjotjCKTB1p5pONbExxJle6UZYITdWRlvJ4tIcscpR6BtiNAWVxnhCoKVEig0ansIqSSvxUZ7Cx6K7DxABwved+LH0MDZ1SxVrKEjwAa9HaMZKQc336ChFql3k3SCoComf+Z9ruTyPffqjDKoO1TDEDE5zICzQWVqg4ecpL9bwV6pgBaYQsnBqg9GpPqrzS9g4otCfZ33eZWPYHeSNdssiunf1I4XcDE6ZrOwZXEDHSd9ZAi/YNbGFm8FaSJPXtxgyxhJFbWTmLzZdA0O6sqk0iR35eR7GGjCZNSuc1m+a2JsS6/VjcKsWa+x37DbY9OMKRb0VMTA4yNWr1/BHD/HoBz5NICJefP4rxLGkFXcwKsdf+tG/wcf3/wBHF+eYP/8ylxbWmNz/MEL6BKGiVAjZd+xhLs8tcOHKVVrNOv2j+zBGMDQ0SV+56B4kN8mMuCmhVgYK9PcVyRWKBGr3kyl0K6vApAm6u0QxBj8IMNaik8QRrdFucijhWowY19Suo5zVpwU0tCG0IDJrzxpBJAQ2NfhpB4HFIvCEQXoKlEdHgJfliCe+q6uWSqIsiNBD45bBSnmIXA6BIOc7Jf2h/iK54WFmltcIK/1U6x1MI0JXRghyPkmzjVCSYHiSdiGk2Y6wQqBTQ+BLOrF25YXaUM4HJFlBQlgIMotUsCZw1qqFoNN2N0PgkQDFkSk20hg/55N2EgxQ8hW5YplyMc98q4PJe/RFUKoUyE1MsVBv8KWvfIu/+oOf4H3lFhurdVqRxqQNWlaT7p+gr5hjz/QUX1iqokQWVfe2pp6xljg1+EruihbRXXR1IowxpGlKGIRkSSNZKpVwJJPVv2/3Qd4tsMY6q1PozPXhhGtAbFYqmiTeNMq7KVcqq+N1gSp7nVW66WLrQbeyUWSf/VbhrFuVEbPiqQ9+nLXVZeKkiVSWct7n4ukzeKUR3rNvkl/9lV/CHx7nZ371Z/iRP/6nGRkaobo2yYcPPUqYL1IsFjEWkiTi8aeexr74Fc6+8BxBMWBB5BkoBly43GB8aJhXT73KB97znhuO7aaEmg+KjPcf4+hDH0DuYkLt5hRClu6R5RX2rmtdxNK932g2MFLwzW89y+WTJ/hLf/W/QAhHSLHnUegfZGVpHeWnGCkQQQhGI4MceWlRUtBRHnGa4vk+XhDQRqLyBYQQm435ujej53m0kxTf95yiljGkUtGOIoIwQCpFp9lk+dQZ3vOJCXL5gFgq8iqgWHaK9mE+hyyUMFoTJynaKPxS3hEiLmOh2BdsVodp3HI/TFpIP4/VGmtSwkKBpNOiYyVp/xCB1bRsipA+RseEhRLtJMbzAvaMjLF3eAKrBBdmLrHYnqdqQ9oXl1n80ivsHx5gqJLjykaTf/sbX6Dw/U9zcGoPe02LNI7AGAaHKiQI9g8ogu/9OBfn6rQaVZTsx/ec+LYxBqTnGgVKsSss1S661qkQW+QphcBkUnum6xZ4B/2Ftwu2x/XRtcCBzS4T4Ob09nRF5XmbDxNrswIbIRB2ewArcxt8B9aptc43myYJtXqVLz7zDHF7GSFgfHSY6el9vPqNP2RpvUlbSIp5n7B/kKc/9D6Wl5d55aWvMzIwyBNPfIgwl8P3PBbmL9NqrJNaAyIkqteZPnyQ1159lQf37ifwQ5r1Fc6ceZVLcwtvnVAP73uMgw9/Ai/X/5ZPwO1AV/bPYvE8f7PxnZTSXVghtpznSnFxYYlnv/5F/uirX+ZDh/cSBh7Vap3l+RkoD3FtdZ1YBvRNDiGSDhTKtFtNpOcTFPK0kgStPMiIsaNTpO8RdWLIljSw5SsSqaHVbiOAIAxJ4hhjXetor1blh777u2i2m9g4YrbVRkhFseTjSbd8ry0ukVRKCKlorK+TpikC5bRUN4Vg/Ow4NXG7A8L5w/KlPK2lecBZEoVyySXxRzFSSTzfJ05idKLpdNqUymUKxRLF0HK5eY3ZK3N0og45KVE5H4lhbnaFhaVVVqo1QqtparD5Qdb3fIhTlQJ7wgjPCyjoBv2tDRYvz7Pg9WN0jf6ix6//8r/nsQ98jCcefYo4SbBYPv+Hv81Hn/4U+ZyPpzx8Jb6jipW3DdmKx2KJ4638z8B380wagzbGBbSUd0eEhN4JmGwOCyl6/PPOYEmS6yuwBJnYu3Brtq5vNE2cpCNAEOZ4q4/KJIlRSiGlC4TFcczZC2d55YWvsVqtsVavYRLNRrXF+FgLbWPW1xcZG53kyrkTHDh8DG0Vlf4JNtZXGekv0mpVacd5ckHI/NwFFlaq+LpBrd5gY2ODjabLIR8e3cvSwkUunX2JL1w+Q9/AXvjc52441psS6vkrLzN9+L0Eav9bOhG3A0I6mS4pJVqnrr+R2KqSAlyAKIko5ItEqeWXf/NXefGbz2EQzC0v85P/8p9z7uwZTl6ZpZgP3RJG+WhjiYMCrXoDozWegeUkzYjbw2iXy9eJIgr5PHHmbyoVS7TabQLfdwLKkHUWbRMqhZcLs4CXxEsE1kSUinkqpYDxfB8vzs7jb6yh6y3y5YD1NKbSqjPfSRnoL9NodRgp5VmPU0rFkGaaUCrniVodbJJS7ivSSVKKhTxJktLXX6RebzMx2EcjNuQCj0QKAiw6UEiZI1EJnhQMVsqoXJ6JvgJRaimkEVGxSNxs4qdNatU2eWnoywfEnQ7Cajw/4MDhQ/z+c88xPjLCazKhrYr09RXozwUMjOwn3zdO36gg7HSwr57h6pXzyCDH5Pge+solvvLcNzi5sMAPf+qPcXh6r7t+1u4OUu1BtyS1+/DqplUZa0nSBN9zwjzdB+bd6gbowm6Xp9oJgs0imm4rI9F1axntrFsLqU42g8DK92+ZYLufC86dVavXWV2+xPLyAstry/ja4oc5Dh57lImpIU6+eo7l9SZRdI1COUe5f4QkneThhx/k1ROvsbxc5dK5/8DI9HGC/DDDhZST3/59xkYnaKWSPfsfxNMN8iXN6MgeanMXuXLhCkYJKn2DNx3rTQlV60W++dwv8um+UYrlqVs6+NsNm6U9xToltRpjUkq5Eqk2eFJgdMJ6o0Xg+bxy9hRH9x/kv/yLP8b/6/JFVmpNLqy1OPPMN1wWgFTIYgm1seG0TzsdCvk8Srp2zAC+v9U2Q0iNkpK8BOVJin4eYw2dZoOC76HQsDRLmC3rTbVKMZ8HT2GjBC/w8Qp5WonkqWMHMSpPrROxt7rKuWdPcWiowtxykyOFCqw1OFwqUZtZYNCH4qKgqTwmp8ZZnJ+n0KygF1aYHM6ztJSwZ6gPFiK8XI642aDfD/CXNbGyeCKg3WoxWsgxX22wf6DMeifm8IEJTHWBdhzx4N4hXruwwMOHxjk3u8pUf4H1RoStNplqtmmuVhnsK1G1Pqbd5pk/+kOC/iGuKsm+PeMUR8bQ0RRnmw1kp43xTnHo+ENEcURSKNJqJ/zsv/hnTIyP8/D+fdR0zPzpV7l89jT/zX/+t9i3ZxpD1onTOL1SpbK6c+Fact8JqjVZI0Vp3EM7zZLhu5Zpdzms3+G0od0EayGOslq7bjZA9sBRvbnfOAOo6zZI0sSRbs9D052zbQFLY5CZzz1KYq7OXaLe6KCTNqVyPzksl2dnOfb4B1AiJSgUOHb8QWYvn6Ner1IeHCNXCNnYqKFMzGunXqVU8BizEQuXXuJMdZW19SZTB0Yoyhwm6fDSt57B7ws5d36EizPnGJo+RH/fIKtrizc9Fzcl1HKpRK3eYGnhEvtL4wixO5+2xlo24ojZK5for1RYt8ustyP6in2cOH2Cffv2c+bES1QTw9kXnqGmFYvLq3i5HImBdruNhyFQiubcLGWTYFsR+CGiYyhLg+0Y0Bo/8EmSFGHBRyO0C1iInE+Y5YfqVEPqxIuNtIQ6RmsYyAUIDEWtSTzYSDrUVts8/0d/wLGxMrlykbC1Qf/SVZ5+YA8DaUQpgCMjZb70ygrvGx/hj04s85nHD/HV58/yyeP7mLk8w6f3DXN5ocb+kTJmo0FZwGSScmp9jYN7hjhbXef4gXFOXlvj8b2DnD63wJHxfqJGne86tgc/aaBVHwcqhpdX1/jEkVFefOUsP/jYfl47M8PTU8OsVDfQHc3esYAXTq+ydyzHi7WYB8eGeO3yqhPdbtZYB1ovL2OC0wjPIy3209KGRw4fZeQBTexrYhuQFwk5abh25QqLiwt0NJgk4S/8uT/P3skpzl66wPjIKGEYkCYJhUIRYxVGp8Q6oRg6RbE7ZcGazXp6rrv/U+38wL5S6Cx9D9F1X+wua/udQjeQJbJMgC3fqdjSKc4yA0xWsWUyt4mXua66EMK1P+qWwhqtWV5aBDSFUgVabWYuzVCsDFGrrjK3cI3JqWn6ywXWlq7SbK9z7eJJ2s0Op178JjqJOXviJIceeYyNhSW+9PnfpmVSlAzZ95AkFCmXZy/RpkFRtfCDfj77/T9CdW2JixcucPLVF2967DcPSvkV+kYHiDutLKJt37If5J1CN2H9+Zdf4I++8Jv88J/6c3z59/4Tx554L61ag1OXZ/j26ZNcPHsa6Qc0qms0qlUAWvUaIk0IfY8RDyQetbhJTkhCbYiMJp8ql36bGjxfQazxsJQyl31DCYpKIa1xfY+MJpXQBFLtUqf6pCTMck43AGXcBGkJQXGwj4994EmsgMWVRfJrCxRUwqF8wNX5Ok8/cohLr53hcx9/hLlLV/jUkwcpNTd4/3umqUQpciTHgbEC9VaHxw+N8+KrF3n62CQvvHSW7/vIQ1w6v8gPfew4szNrfO7JA7QbdQaOjmOlpp3zeGg85OTpBR44OsRLL13gg4/u5cLZGY4d3sPpmTlKeUXHdGjFTaYnJrh4aY4/9r5DPH9xmT9xaIAzF5Y4+ugRTpybY2BqlOcuXCFRHkmUkhMexTQiXquS9gX01ScY9Aypsfj1Kn98X4Hzi01aWM7XE4ZGKizPX+J3f2+JYnmIC+dP8sDxR1hYWqJcLjMxNs7K2grGwN7JPeRyefL+7Z2Pm6LUXck/3H+mpxzT4irHjDXEWcMm3/e3dCWE2Cx0uFd8rpCdjZ60M5f4b5FK0quM0E1hVGpL0UsphU7t6x5QLqfcWbTaGsIw4MHjDxKEeUIJ3/z6V3ns0Yc4f3GGRnWNh576KKvzl3juS19kYGwfDw8fp7reZn7uCvumRog6TQ4eOYgMymzU2tQaLWpxjYJf4MLMGabKBU6/9CIt06A11Ufp9Av0FZ9mZHiKbz77NdLkxjoK8EZpU30P0Wivsjh3iv1HPogfFoHvPIfsbUVWX/zCqy9RT1P+zc/9DEEpz8kvfIF2vYlOUyQC0hg/7uClMX26QyFw/Z46zTZF6xNoiU1TSlIRCKCdUvScOg+RxstSSRSglESCS1y3lqaxhFqTDxQKg0GQEwotQEqfohR00hSdJhwYKlMIiyz4IclKA6UTzs9cIZZ5Gu0aSoRMTj/AsxevcGDPNJcuXWZ0qJ8ibQJPMlYSnFmxvH+qn1fOXOIDjx/gzJV1Hn14HxdePc/7H93HhfNXOXx8H7bZYLDsIXWMKvjkgwLL7TrT4/288vJ5PvLRh3j1lYsce3Afr710gfc8foD5pTX6J8dItcZqn0J/nguLdR7aN8Frp67w6IP7OX9lnsnJCa5dvMbUaD++Tnn48BSzKxt88LGHOHn2En3jIyw2YhKlOPrQUWSQZ8PkeFgskc8rUikYKA3waN5HK49LHc2Zc1e58LUvQT7HSqtDbmqaZ157hXyxyEipgi+gUO5nZWODAxOTfM8nP3Pn/Kw3qdazxhKnCV62nO1WF5HltGaZ0LvOP/xOwWhDpDuve99Ja7KZiSOlRJsUeqSRu7odnSji3MxFDk3vY2hoHK01hx54Ci/fT6I1aTDE2NgYQbHC0NAQno0ZKHt0agmXL55mYt8BbFpibv4SY+ODnHzxeZp7pxnbO000c4U4NWzMniU/vo/Jh59gqFSg1apx7dJZKn399PU/zfGHHiHM5296rDcl1CMPPo21sHDlNU688iUeevQTKD/cVXXYUimEETx89BjnnnuGNCywUfVo1uoIa4madYZCxWhOEUhNM4ow1hB2IhrGUgo8ZJrilUok2uClCTlrEZ6kVAjwhCDI+6ANqTF4WATGtZn2FDkpKea8TDHKuMoTodBGYIsFSjqlkxqOPnKUfh1z8NGDfOG1a7z84mmSRkRZCqY+8D5ee+EFxkaHUYU8p+ZWiQfGqLU2KPcfRPltXppd4/iho3z5Gy/z+FOP8uy3X+Dg8Ulmzs0RHJoiyRfIT4yxmmi0p6gMVnj15BIPHhzmhZNXeM/xKU6cPc+egwc5eXWNxx4/ygtnFtm/b5z5lSalw0c5PbdGlAhCBFTXOXh0D9949Qrve2w/L52ap7TvIM/N1RmojLGepMTlATZyReYaLYZLJWpBTKdeZ/DxJ7l45hyHjxxk4+I5VpcibGWIZ2fmOfRAgQe8FB2WUI0GcsRDeB6DkeLh3ATkAtYabc6sBZxcukzNeFxpW171PGw+R6VUpLW+xuQf+x6wYreoS7wO1liSHsk9P9PitThxHCG2clwBfG/LN/9uQRy9vmrO87wsT3UL1lrWNmqcv3CGtdUlApEyv7zE4tIKeyYn0WnCD//Qn+XlF75Emiao8hCPvP8pWquzLCQalS8zNz/DzJXXqJTz+GsJhw9NM3LkcXyRIsQzjI8Oc/7CJS6fu8BDH/wkx48foFGrcubMeTy/SKHYxyOPfYQTJ07c9JhuSqgnXv4NBoYecqV3cZ1Oe4PBwpQTHNklFz9NE7SFa3NXqWuBiTXWppsldEGxRDGn6DQbKGXJhR4D0kd3YgYENK1H4nvY0Ke2vkGiE0wqme7LY4XAF4KGgZbynYB0FBF6ikgKvHIJ5fssVxtY4TM5XKbebtGJDKWRPvaMDTM+UKG/v59CYDHje/iXf/gsF0/PoddrDA4P0Go3eO3ES1RKZWxa5eWvvsgHPvkJZq5cojQ2hjcywnOnTzI9fZhnlqoERx7jmYU17NQxkkCy7BfJiWkWT57lw48+yFeff4HHnngvf3jyMsVHn+K3Tr3Moafew++dOsHYA0/wlbllJg8d5aV2jWhkDw3lowqWJJdnba3F6APHOH/mHA8/8jhfvLLA4JPv50tnTzH0wENcrtaQo33EeY/V+RWmH3+Eb776GvuPPsAXv/EtDj/yBDPfep6SWmXMdKideZV8IUTIgNmrM7TaEa/0PUxxbxHPeJTzAj9uk2rN8ECBKK/YaBr6QsvDQZNHj45yYSXiWqp4SQsiPAaEZWqwn4G+PjQCD7GlV7KLobOSZ7g+au0pRarT7HW32+/uuLfuBLr5rl0oz/XbKuUDxiqSSxdf5vlvPs/ExDh+UGAtJ4niiG+ffJWBwb20Wiv09U0w+aFP8PyzX+Hctz/Pg48+zJWr50iTBp2ow5XLi1i7ipqd4X0PPkG7scGyNBw9dhi8Et/3PZ+jUsxx4pWvI6Vl/74DDA2MYLF89rPfd9Px37QFyo/99eM29Ms89tAPsb56Gj+Y4MkP/gB9lUEszv9zp4m1k8T8bz//07zw0kt0rs2QBjlsGOKHOYyxm8pBnpIM5H0qIoFOmzQxeM02jVTjhT7NdowoFuhEEblcSLHgOqu2Gy3WtaBULhHgxDOCTKDXz+Uw5X5W12oUSwV8LNPjwzx5bL/L+SyWaWvFRrPOQGmAz//Wb7E4O4uqbhAO9XF1aQUlJAOD/RhP02m1GOsbxvc9TDti+umPsbE0z8BAhWYn4cLCMkcffoTFMy+z5+ADXLh4iaOPPMqFs+eZnp5gZWGZycE+VqsbDA4MMLdRx0OQExo/1aS+JY01gwPDzFbXmBif4sTpszxxbD+nT19g74MPcPHSDMf37WN9ZZliX4l6U1OmQ8NKkigmPzRCY32V8dEJLs1cYuLgPk5/+wXKE1PEK4v41hBEHUy7waEHDnHp7AzVZpu41eKpD7wXL1A88r4P45UGEGmTinU6ESVRBwSh51Gtx3hxBxW1uGoLrMuQtSQF5dG+OsORqRGMyvOhD3+SQ0ceIvDu9Cx8ExBbnTCUlJsteqQQmeasv6Ut/S4nVyBLv3KVje3mOt945vO8dvYSWsfoJOHDH/k0Q0MjNCLN8voGe8bG6ER1Du8/zqmXvszv/MZ/RHuWXL6f+sYlhC6wEUW0GlWkX2ZieJTltatEieC7PvP9jI6NsXf/wxTyRV74xu+ipGVk8hgf/OAnCXwPazTFQnDDi3JTCzUIJOVcnoX5V/BlH+OHDhGG+c1Kkd0Az/c4duAQ33z+OaamJ4kadWavXkWWK0Taknghfi5PajSNMGBDe0ivD21TxEAFJUDEEboc4udCrNYkUrLQiUjTFFXMY3RK5IVEImu3kqRYIyjIAnajzlDe45Mf/iDtdkQpNKxt1FlerhKEGzz37ReJ2g28dodoo0HZg3igyHxtjcpAH4GUSA/6+vpY05K51VWstezfu4dvfuG3GS1V0JOj1NZrjE1MsfTaKwTFEmdfe5VACi7PnCftNFiq11laWsYW8yyvrCMCj2htCTE1xcyJE/Tt3UeyvsHo/v1cuHKJ0bERrs6cY7icZ3Funqnhfjqry+wtuHbStU5EFPhErTbFgsfy2hqHjx7m3IXL9A1WWLxyAb9SYubceTygPXOO8dDJvcUmJcp5NGKDyuepLS6TRglp0sQj4OrVK/jFKt7AEKu+R2wgTsuEvo/QgkoxhylYWq06Hgm+DJBRQrVR58CBAyRJk+e+9nUeePgpxC4MlN4Uls1EeW0Moe9vqj55SrnW1ZnFHQYBsFWy+e6Ec5Ncm5ulVCzwf5L3X7GW7Xl+H/b5hxV3PvlUrltV9/YNfe/tnKZbkzgcUhI5JGEGSDJgEH6wwQfDEGDAEAzD8gMNAjYEvRgWDImmBJGQOJxhmNCTu2c6982hqu6tfHLaecV/8MPa51Td7ts1DENySP1fqs6Oa++91u//C9+wtHGZzWnOwd4Wdx4d8MY7b9FrtSidQCnH3be+QWuwwryE51/4PH9WaN59/ya9wYBbP5ySn4yoq5z+4DxCKq5cv0p58xhLwmR8RLu3QhoqqnLKlWeeZ2tvh9X1c8wmJ7S7SwsB7/AnHu1TM9T/3d962U9OSq5ceYWf+tpfZ2n9OoEKqW2jWLN7sE0niej315Di346cmfeOytW89tYb/Fd/+//KZDSiKiuWl5fIZ3PCKGSKoicFZdKCpI20hnlZk8QhUkjqfI72Bh+1kQtFnkhCLTXVbEY3lNS2wZwaYzBZRtrp4irTDHwCSSuJmc1z4jCgKAoEDis81lZID6kXyFaXvMiofCNUneUFnzi3wQuvLPPm7QMCUkLluLt1BE6ihEMKwdJSiyIz6DRC1Q6pQ+ZZRqfbZT7P6XXb5H5O4kOm+ZxOd0A+m4IXYC2tbhdbVxjjSHsdstmcnlScuLrBqc4yuv022fGEZNAjz3N6ywOOD0+aQWSdn/HXbeCIoxbldIpLUxgN6S0vUVaGaVZi5znPPH+eeWZoJSlvvn2LMAixVU0YBnzxpRsURc3ajcuIpEfY6nNkasIwaXRHbU0/CpgVRTPAEZJWq40pSuoy4/kLm3zmc1+hJmLQ7TU6Cf8uD3eelFf1zbQ70Hqh6NQI3gRK/XOJj/z7uqSUfO87v8XXf/f32B2N+T/+rf8DH958g+9+5zVuPHuZe7ffIzOwvHqO/Ud36XZT9OYN/tqf+QV2d+7x4P4jDve2uHP3DQ6Pd4jTHoHu8Ghrj89++mUODj6g316ixtJpJ7S7La4982V++mf/EnU14/BkzBuvfZtXv/CznFtZ4tL5zZ94wj01oP61v3HNn19f5+Ubn+WlL/5NVNCMZA7HQ7a272CmR/Q6Kc9cfRadbPJvw5/G4/md7/wBv/fbv83DD95j++AYMx4CsLGxjrGGUCpMUVCG+szQT9cQSk/lK0KvMTgsEr3wm9JCUJvGPE65RmM10hrrPdbb5jVrjw413tXUzqFVgA412Ebl3DpJGDRTyowCZwOUDIgBF0jidkScBHzu1WscPRojYsk4mxEFPWokkgm79yfIxGHGJaVUSAlhGJAbj60ttjaNpYqy9KIWtSlQqpEhLCgQkaEoEwLf9KY6ImHqAWNIQkkmHa72dGPN3JToOsCnCiqYzGf0gojcWnr9DgLQsaMnPEXcRocxgVZ04pRWv8v2zhHHO1u8+oVP4Y0jdJ7d0ZTDoyOK2SHzQrPU6bC51CaMYuIgXAx4G83VJAyQYYxLmo2u1UoI4hSFo7aac5eu8HM/9+cRqmGfBVpwimLSf4pEVf6V1+KjKKUakRHxWOAZHouz/KlC2/xrXFIpdnYf8iu/+g948OAhL73yCsv9ASKIyccH7G/f55tvvc8rL36alz9xnTdffx1fTTkZ77O2vMbJaISsa4YnuwSdFbwM8WXF4XDEhYttlDLYTKE7FauDPntHB4ThBX76p/8SaauDtRllMSdJ+0RJi5//6V/8lyz5g4h+f5XhXGBdjmCwUGmqYbrD8cFtyolkaXmT1eTCv5W5gBSSK+euYOOI+OI1guEYgibLPDo6YrnXottrkwWSYjojChWJDNGJAKXRRMzLGuUttfMo56nqGhVoSGOU9SihMEGDqTN4rNUIb3BaUtgCpXyTDFaGynuEdaStlPl0hpMaEWraqo2NAoI4JPZAIImjBALPvXcesNRvcfXiZbbuPGAYKsYmIsxrrmwE3DMBRVBhjeWSm2OQiE4PWeb0i4xkEOFsydjEzINVtKlJTMYyMdMgQUUezJSNdoejzFD5gMhUXEwlO2iq2lB6z0aaUDjNRASkqmCtHZN2NYEJ2XEWmdVoqVhZWeL2uCQUMbIoWUkc708rVLfPjUGErOZcvnyJRyclyzpEdQfE5jxbD3c5d3GTbF6QtGImVU5dNOVvVWdUZU1tPOvnlmm3eogwYbj7kLIq+St/5a/z0qe+utAsALUQUVmozP37tU7hra7ZvJVUhEHQQNkWoPlG5Pp/GX1W72F5aY1PXH+G0cEjHp6c8KnPfI3RZEondLz39utEOuXLX/oCD2+/w7WXPsPeW9/mxMeUxrK/v4sOFE47VgYhRV4zyy1pGlKWExwOawd86vKXeXT7FpOh48KlgK2tO9x+43VO5mM+8dwNDofH/Jmf/4tPPdanBtTzm8ss96/TX7nOwc4tBqvX2T7Y5/Xv/iNOhvdY7S+z3D5Ht9VjYSV69lzjDEqoM8EE/68RxPzs1Wf42/+n/wtv3brJf/l//y+oqhInPDiBFwFCKzrdLsPRiH6rTxSG1DbHeI2rDDaAKOkRZAVRN+DoZIwNBEJ5Uh0yr2oiFWGdw1SNLmkQpgSBbJT/pSdKOwyPhnR7HWItSNKITjtuJtFxRCRkYx/SibHGsZREDHVEJGC1FeHsHBko1i9dhdoR5lAHcLEbE9dw4jTeGi5Nh8zThF0XoJ3hoqoJAo8ODcdZyoExxFIR5zmtNCKx4IKQar7LSthBrMT0pYLpjEErwMgI5S2mKhmEATMHa4DC471lZTmhLD3PK0VtJPiMXtLl+WVJpCPKMqfdjbmi2uAN4XxGP4KVpZRC9NHjA9S8oNNawxnH1csXuHP3AYNuG1G1KPWUXqfDbDZDeE+aRsRxSBgFqECxurnCSy+8wKuf/hKFbXC/p84Cp+vf13DSCKA3xoFVfRo8/Rnt1trGMkdr/QSm9clv46NGg+LH7v93Ywk8URhw4xMvo7WmCjrEUcyFNc3h7jG1D7h+4wU21s7TS0JU3ONrX/gi+3u7OFvyd/8//xV3HjzEyoLVFUuWHTApJFWe0Ru0CcOQeaYIhMIKgUEyH875zuEbBHZGEAqsg9FwyD/65f+WX/ql/+wnHutTA+pxtkVr2mdt8yqz2Yjv//DvMhzfQal9Lp27wvrai1SV483Xf5NPf+7n8HoVIfVC2V8wK2bE0hBGbZzQT4j0/skt5x3YRn/xpWs3+M//93+L7/7+1/n5P/9LDGdz/p9/+7/kcPeIF5+/QfLss5R5hkTQS5YorSNuCzrCYpyglcboNEAECuMVg26CDhTBaIIKE6IgoMwrgjgkioOFK4AljgOssbRaLdqtiKIoCFXAxAjW19fptkLq2pJXNWkU0EoEZS0532pxnNfsTScs9TwiTvn2zS1++tNX0CpEyZKi0lwIQwoRkDuFN4Y1O+X5RDEuAt69s89mMmfvwPDSJy9wyXsqK0kjjVICrTS7BQT2ComfchmYuoA01JS1x4sQ6WE9gvG8YCNJSUOP9J5390YYP2VSZnzu1ecxxZiuDjl0IRuLi9jJiMp7XokLisrz7gNB5IYIvcTzn9gkil/hE9kRlZNcuDJGu5LnPnGDOO1wcjLBeI9wpuH4FyXjyYiV1XWkraidxAhNGLSwXhNq1bjFLnQazmBIf6Jn1J+eJRfq+E8Oss6WgEAHC08o27hFQGPPIwXWucesrsX6d1WspaGlWjbWLrC5fpntvS2sK1hZ2uT9738TvOfzX/giJ5MZN658knYSopRmdWWdt97+HoPlJco797hy+QqtoMfecBulHKtLAyajiigpSJMO7938FraqSFtzanXI9XNXqOseL73yKeoi5+R4xJ2Ht596rE9X7A8Ek/l9Xnvtv6efthHOcXS8hXcVZb5Ft3sRXIEkYuvRfbZ2v8HaYI3NKy9Sihbf/MZvErpD/uzP/2VktPEn+iV/3FJS8sUv/Ad85Ytfw3pBaSr+b3/nv+b/8X/+z+n2OsyOh1y+doUwjjFlSbzwYbLCI6KYWVFRjkcQe66c6xEFc6RaZuPcJnlWIsK46YlaixICEcVk8zmBkpR5ydJ6jHdzkjyiqBxdqRn0OzhXI70nm2TYQjA8cXS6bUKtaTmLbsdkoxn79/f57EabNOoznc4Jw4SH+0Mms4JKKiLvkMCLFxKGxyHdIOdCxzKfwuc/8xxJK+Le7pxAecq8wKoW3/n+95jmJQZBXVV0TMHMQmkcTkjCNMHXFWtpyM/9zFc4OjpmaOastWJe6kje+fCEL3zyebLDHaZ5zRv7Q96++SFaBQSBQErLtFD8p3/5Z5gdT/js+jLf+cP7fPdoxBd/8T/kV3/ln3A4nfPzX/ksCsvO3jGvrH+e6XDCw4d7tJMQj2Dj/Bqdcymvv/4a59dWQEgMmiAKyMcZdV0TRopACZwHt2DY/GkSpP6TXj8WRJ9cHuqFFfSpQMtpNvt4iYUQ9uL1FkFWSIn6GBGSP81LCIXWjXyf1HGj9RsGTOZDDk/G3H14h6+8/CLvv/sa737wPn/5l/4GB1vvMTzaYXVjg3arxdrSgL3DHYxNyErLpSvX2X3wgPk4J9AB9+7eY30tot3VGFvw7q03ifQyj7bfJ9DrrJ2/Qnz34VOP86kB1eQJs1pQzGao9ZSicthK0urHFIVle+t1rHSEesB4NmGezdh/EJOkXVzcob+8TFBYJuMD2isrC4sFgxQa5y3yT0Bs5UnIzOl8zfjHtwVhRNLvUlsI4pg40ERasnOSc5zNqWvD6vKA2Fd0EoUvE6J6l7Vkk6mJsbVjVkx5++1b6CBE4KnKEl8vbHWlRxjPM9cvcznaJJ/VtLtdRDVjfHKM7qWMbaOq89Yb7+FrizWO7qDD5176BEJJ0kDx4PYDotDz8s99jjyfMjoZ0up1+N43/4ijg2OKyhAKQRAFnP/Lfw4vLGUxYyUIOb63RXjxPIGZIycT6IXEvua1dz9g/959tDBInZAoQWU8UksocmaTKcFCM9aogDu3bhO1IlTYQre7aC2o9oYUV6Yk7R5bR/vcfvcOdVlhXcXINnKF3VbCh7cestbv0e12SbOCT13v4Ksx+1vbHOUl9+98wAsba6xTMh0O+a3f/SN+8NrrJFJjcfzCn/kan3j+WbLjMfP5nGvPv8q9O7eIQ83h22+QvfhZgmiT2rhFGduU/f8+B9Q/dn1c89h/9A/zRFCWQiBlw4s/FW1xzi1uf9LV9U/DaqAPZ4M4ISnznKo23Llzi1df+UyjXGUFF8+tc3HzCnce7HL/1mvIMOIb3/kGK6nmwwdbTEYjeu2U49GUIB6wtO55bmOD8cEho6MTclkRRi1CkZJEG8SBJJ9NkGg2NnsU5YSvfO3Pc+XSVb6/1HrqUT81oPbCEBVJ7o3GHI+3GbSXabUjyvmUKxspcdTAlj64f5f+yhZrq8+xcu5lbt36Q4r6kBvP/jR3j29y84Mxnwxi2v2LeCyO1r+RQYLHM5/nrJ+/wL333+GFzVWC2Zypcdy6+SF7ewcoIbh8foMXnrlIK+gwPT4imRtE5TDWkuc5O3sHnAxHhAtLXSM8zjqccUQ6ADz3bt9jNs85d2GDDa05OBySWEjaLW6+9wFbW/vMZzlaSQKtyOYZP/z+2wxW+nzm0y9CbaiMYa4Vw3rG13/3j+i0WriiotdKCSlxRYmd5fz9f/hreAVf+NyLfOkLn6Gs3ubk3j3k1fO89vZNTkZjBoGiVDUbnZAykGAF3tdYJQgsJImiVUcYHNO6pnCWb/z+d1FSMsxznr1yka9+7fMwzzh+sM8Hs7sc7B0TJTFBHCC8Z34wI89qlrptRFFw794JjhJUxPk44ntvv8XJ4TH9fpub799msz/gpZWU//Yf/Qrv3X7A1csbdAPN3smYP/j9P2Q6mfHqlYusb15hsHqd/vJl3vrBb/HM85cYLK3ixUKxyDUmbaFeSOY98Zv/aDj40+JV9W9tPYHicXi8/Wib5NRBoqpK9MIrSgixyGCffOS/ybWwMfKO4/GQlf6AB48+4M3v/yGzStLutfnG977NK8+/yHOf+hKf+UrA/eMCaUqGR4fcunmb8w/uc/XSRb732ttcPr9CN22xf3jM2qVLLK8ssba8ji0tX/zKV/hnv/N1XGnYvLyOcY7RcIQOK9rtgHv3tsiLgtHov+flT36GC5sXnnrkT5/yRwFbR2M2184h/AQdCNbW2jzcKtkbZ8j9Gf1+m6w0ZHsVK/2C/cPX2d9/xGS+z90HH9JOa1bChDwfY0RAr38VJSTu30BIVSju3rnJg/dvkk5z4suaT335p3jui7/A+u/+Nn////1fo5zjzsNt7m/t8enPvIQqC6wKcFHIzdffZXhwwrjIkc5hZDOk0t6Ty0ZI1wuJDDWZMRxv73G8f8jo/CZmnlM7z/H7d9nfO2Q2mzXCw1IQSEVWVjjpOHy4xawo2DCOoBvza7//FlW7Q5VXrKyskM0KlAOroL3aZ5rnaCnJZhnf/t0fcLQ7oTfPGZ2MeHf3hKIqUJ0Oe+M52ktW1pdoaYGtPSc7+6xuLiN1QG0deXVIFAb0AkmFZDKdElvPfDpjuHfIa6+/Q7+s+ODeFrNWSpGXxJ0Wadqinhcsd3uM58e0w5Q5mqPJnAe/+xrPdVKmWcn+dMZ4OOQLNy6RRwFf/80/4Pyf/wIn+ye0tSbVmpPjMdQ1GNi4+Bzvv/l9fuFv/E1QmjDUvPPm27zcFg3JItTUxi1cXT21NSgpziBTjWzek75GYJ1/KqTq3y3v0n/F9YStSW1MY5+9oMQqqc7UoowxuIVNdKA/qlfarH+939apBXVd1dy7f4s35gXF8R7f/Mbvs7zaZ7B6gdlsRllVfPVTLzGejmhHmuX1ZxD5l5HZjN/7/ne5d+sWJkxYnobce7DFJ158nqKYEYfLvPPOGxgnMUWGcpK5M7hszOrgAlVt0LEk1D127jxCJTHT2ZC33/4uo5Pdpx77UwPqyXBKt7tCJ02wxjHLa3b3Mg72xkSppuNi1trrtFNPUU7RAsb5Q4rymDASrHZhWhkeHb3PrT/4IVdWX+Xc+Rdp9y7RW72G0CmB/Mmsg3/VpZXmi5/7Er/zP/5dvJQcHIz4/M/8BcJWjxvPP4/F040jJtkcYy0fvHObzTRlBLz/W9/EWUckFEpLQq8I1GJSH8ckQjAXgpV+m0BGVNohK4+MIw4Oj4mLCh1ohvmMAE/HC7SQIBWtBS02lIqyrrDzEqKAJIrIDsckUUxba3QS0em2minunqfV6ZC2U6r5DGyEzyqqrCAUFmcqtNL0lrs4qZkj8FVNp5MSphHzSc401KStFLmwsp5OInqdDmFL47zEmYrYWUZSEkeSFa3xShO2E2zcDOg6nVbjMVQaIh0SOk+/yKnmM5wzdMKQQAh6kaM9kaAUvUQTRBE6y8EY2u2EwDiiKAGZEQdQCIhESZkXCKC2HiVgnll85FEL62DvmyDpFv3TJ4dTp/cZ25SxgW5M/57AzZ+t079r6zDWk4TqfxlB9XSJBnL4pB7p2V2L79R7T71Q3z99nHxCbP0jL/YnuDUJ0bhwWGdQJuOH3/gN3n3tbYyGk9ExFyvD9OiEOO3yXidhcnJEVUz5vf0hL9y4wQSBVCGTfMpKpPnwg3u89MrLKO0YDse89toR86zgS1/7M5zrJ0z3j/n8T/8iF/ptnrlxg+/8wW/w3R/+EbU5IUw1XgeUVYWixfbD2VOP/akBdTIDbaaMp4dEcUg+DkiSiJW1VbJsxmA9oY48P/XiX2Dn6AOi1hKRCSmKjNlohBYV00mJ9Qf0kph7e9/l/t73ubj2Ob74lf81SscYZ7DeIhEE6seDq/MO4wzhE/edmqb9cZRDj6eyFVMPLTzWOFCS2hisDNFKEUYxUgiElgRCN5YPdU02m9PqthG1IzEQBhotRCPhJxUOT6ACVNj40hhToxOJjCJ0VuIrg9cBgfEYrRFSEguBkppYSuZaEIcRcV2CUjjn0VISRiFxXZM6h8oK0k7THpFSELUSpPcIX1N4R5nXRFIiZIyQijBQRHHa+KqHiqosaaUJeVkQxyEaQauV4KTEIVFKEUeSIAyIooTh8Qhta7SHdi1J6gZXGwcBJg5pByFaK+IkZjobI2TzO4StBDmb462l09J4rWlRYaZTotJQZSVdDykOZUravRRde2RRkXhHvLGK2D+mZStckdEyU7J4CSGgFfepih2ElNS2uWhDLamto7Ye4zxycT0LKQiVQMlmcFXUFmOb+6Ogybjqxd9aSWrjELJxnW3OlyfPu4ZfLwC78JVSUuDc40HYj9ZY/04E5CcC6ZMarqfOv2fOpkIi1OMeqwoCqqpCCEFZVQs212MzylNB6SeHYP8y67TU996jpKLV2+DBgweMioKV5QFZMaTIMi7deJbPf+lneO7adX7vl/8ev/yrv8yFa1fZCeD2W7eIA42patYvPcfLLz2PEILxwSO6aYu3Xn+PG9euspxWdJcvsHzxHMqUONFhdLDNyb1HDI8Kuv026+fP02u32T/ZJU47tMLeU4//qQH15Rs3eG/3Lu0gZTYPUVnAytIVNlYitnf26CUBzzxzg2df/SrRg/OkcczWgzavvXGTbquFIGI8Lej3W7hSMcrAignd1hH3736bq8//PEL1CFVIbWsqWxGqsPlCaaxtpZBoqaltdRZwpZBnjwV+MhzLN+jYurJnraRAampvSbVvuONSkOjmdYIFKJ+FN32MQicNrEgJidIKqUBqidaa+TxjMp4xlzmVtwReUGnQxpF6j6oNQRKgtcYKgVcKGTZwKykUKo2IMkUQabRrTshQeOKiIIgCeklIIZvnKtUEssh7zEyhncciwFuqyiCkINACKQNUGCCDAukgSmIq29AXRW0azrjW1NYSe4/WIUoFmNqgnCeSjR2yjkMm1kFV0VoII9vaNELagW40EGBRVxv6OmYsNCoJiQiYVIqlQZ92u8W8chStENNuY4qMVmlQ3tIPFRWecDInynK01pg0QXhHbRtb6TAJqIbzj2iJFpXlSUDQabDzHvLaLb7f5uCc91gaXPTpYwMlsd4tDt1RLVT2hGg2Lmsfi6lHgWy8xcxieCMgXNzmfSMiDg3B4LSnK2gCtsef3X+6Tu+DJjv+uPVk28JYt2BGLX4D37DCjHM/JsmqFsLVpxm7se7svT76fj/+vuGiNy2FoK4t3pVnMnqnH+GUUACN3msjrH2Ki21OCGPN2e1Sio/+/0eWsc3mJMXjKsN4gfCP3Ynv3HyTSCusmzEcFSwN1vjg9l0uXLrCZDLi0cO7jOoJRCW1qXjjzTc4f/UcO8dHODVkf+99hufW6LRb7Gxv47ykPejSb3c5PL7LwcEtbr53h/c+uMvF8+tsri1hXUVhCi5HA5YGXXrLm1hn6K1f4saN5z/2NztdT5fve3CHJGnhTcmljYTDyLO0Zjga7/DCi5/k0uUbzCZHbN99g9nwHmXvFZzqc+XaZ1nrCabzD7l8vke/s8Jw+pAqqzFecXAyZP1wB/ecI6/naN3sapGOnjjxGx5zYUsCpVFSYZzBeYuSmtKWBNIjRPREj+f0ohNnf3k8bqGSnglJbSuUDmiFzTCJsiRBUAJSN+IeCtCi4VRHSuIQZwrtoZAkSYz1AlMbwm6bMAoJjaWczOkPBjjnEeUQ4T0qjvEC5EJMVwEy0Ahboxbe7nGzLWOdIwGkdQwArQVRFFI7QSAlcRJR16YpvYOAShR0nCXSjT11FIR4IWinIaOJJlKKuq5Jk4isKFFCUJcVg26b6azRiw2dJ4piPB7tPUte8GDh+XMKTdIIOnHISAqktZiqIo4j3DhrfqfasLG2RDUrwNRgHVklsKbGFCWTIGSQRLQHPQrrKGuLr2pagWR5uY/QitF4QjafI4FsNqFWJbUHHYZsTSxZWTVe8YtjEwulJiFPy9bFb+7cmQSc0k1rwxmDfKIX6Oxjz/gfGYrDwr/qlOSZVfbs74Z2DKa0P/Zca6FeTNSbgN54nTn/462G5r4m0HzcQE0Ku7BA50yEaBGb8L4J+qeupE8euhSLSb5Y4FD94r0WH+D0taKgQUgY12Tsp5vU6bXTZOf2LAg2r9Nk+cGCmVaZhcCL9SjVHI8H4qCptozzZ6pZ3jcfJ1CyadUsxJWaAN7MU8RC29Y6CKRACsnx8Ihb77/OvCgoy4rpbM50PqGVdvnOd35A/9ILlMZyNJxS5oLJrERrxVd+5hf5lX/w97BGc3wwpqwcD996i92t+0TtkNX168igzd7WFseH+7is4ou/9B+x1G2TaMWH773LYLCBVAkuq9irtqnKkudX+pzs3+Np66kBdW9vTFlOuHA+YmbGpGmb7aMxh/s5y4NXePRol+NHD9m81tiz2qNvc+3Zz1EW6+xsv8Py4CoXr3yCneMJ59Ir7Jm3WVnxSKHpXvg8We2pvUGq5pvP65zaNKIQSkmsdYCgrGu0bqaRkQ6IA0WsGz53aUuss0Q6QgqJcQYpJFmVE+kQ6T3BYkd2AsbTY4LWErX1BFI1FEYB6vREFZ7AexIE3jqEai5axAJ/6h3aeYwEoSQJEMYRZpZRakk3jhlO5wh8Q1/FY07PeOcInMNnOVpALBVTKXFagbdnJ3xlDN551CCBuSfUGoTHmRopFS3nGDuLxFMXFaFWgGs2AK0IjCORgsoaQiVI242gzZl0aFkRqgDpPHhPqD1SKlQYEmCR3uPKmlaZUyuFFqDipNmoakun3SabjBHOo4MQbS1hVROVJXkrxZUVrii4sr7UZNpxgo4T2q2Y3AVsbPQ5KcpG0DvQtCTosmpolUA53cemV5FSESqFq2uqqgYtm0rEe/xCljGMomY46D3OO4IgbGwzhMDW9SI7WpT0C9qmW/QFpdZN0P0RvKdcOJuehqyP670+bZ0G348s589aVf4nmPedPsOeRs4n1pOJrv0JTqTuNGM82w4WQfuJhwugqN1H/l7sI6dApbO/7RNvagHnDISK0rjHmbkQVPZxq8D7JhP+0UM83Ug8njhQVMZhnSfSnkBLitoQqKbnffP2W0zmNcZY5j5me3sXVM5Kt0cYhdR1jbUH/No//P/xv/pLf5VYeNJWjFaeOptz/+4HXH7uk4wqw3oc8ejuTXa39ynnUyZ5BG6LzWeu85/+x/8F3/jm7/Mb//P/xGg6obu8wjOf/Axr5y6TJAG/82v/CJmm+JNDVNxmdLDLwXj7Y7/70/X0Kb8WdPstvK3ZXBqQW8F4JJjPK8IoxglJ5UpOhnfRGKpqxu72Xe7c+Q7P37jI6uaXGY7nREkPm4149eUvMRxvs7I0wBYj7t/8LptXX2FuG1sBpSShDhc7qEEEMc47lGgyuaKuCHTEKJtinaObtJoyxFmcL4iCiGmRkQYRznmyqmA8nTd9RxYlvYBZXpHV8vEvDQRCEC5KDyElXkDYjhFFRZ1nSKURWiLDCJnEdLTiRDbeQe1OixNjEfOcMI3p1DUZgLH0Is3ENmeacBZbVYg0QiCanimCMAiQT14wp6WZ8wgJQdjAlCIlIQrJwpAQTWAdZWVIlQKlsQiMsXSTEIIAJQTKWFoGjl1z8od1TagVWemwCydJLxTWQRxqNJp6AQ6virJxGHWOSVHgJQRRiPUO5yvEwgE2zwsm0xF2WmKjBBtJlDQspZIIkFWBUqBkExjCQCGkYDoaM5lVFJ0WorJU8ykWmFQQ0FBMoyhkYn1DJ/aOQIVNZt+MpJtg6P0io7b4xfDkSdEf6368xPXeg7U4YxY9annmWNqcF4uM1y4yt9OyVAjwzfsKKXE/kg0LKRuGk6mRTyhEedtkndYY1EL8XGl99p4/GtQRoIOmFWUXGbYzNYiP0m5VEJx9VrH4DGebiHjC0WDxHfnF+X166vvTY3vi8U/+/eSyHmbl4+M87S8/uUrz8W2MJzeZrHqcyVemae9Uvgmys+mIB1vbbB8OSbTkaHeHNG3TVjF1NWd1aZPN9RW2dt8jjATf/r3f5NaHH3L+whrelCAq7t5+i8/+/F+lF2sCV/Gtr/8a+0f7rK708MJgfEkmNFlZ88Irn2F6sM1bt+7w1Z/6WawxXH/+0wy6bWov6XT7HB7sce3qs/zWr/53nIzMx36+0/V06umopuc8Gkux5tg+GOGdRMiA3d33CYMBw8k+k3pGmiYkiUPyiF7H4UzO1sNv0OrcYL3tmZic2/fvkgYKScBs+w9oR22uXLxEjgYZkIQxWT5h0AkRQmJ8QWYUs2xIO12mqnNWUo9KFJNS4F3GtPT00zbzqvG8904wLbJmih5ooiimDgLwFrsY/jjVnBzWe0y5CHJSYYgRtTkDPvtFWeOdw7oKFyS0dADOIb1EW4/x4LxAG4Ova3xdc4qj80DuBJ6m7JJSUQFBpBEOKlMjpGwyKWM/AlIvEJhhjgsjSt9Mx4OypowivJCLE9SdXhIklSHUDt0KmJQGX9X4qkKngv2sJI5DTFUj0pRpVdMSgLWUUjKwUBrbgPytwTpHZS3CObxrLi4fLEps0wSYupAEvslo1iPF+UGLw1ED6Uq0wErN7Tv7qDyH2YSADUovUNMpJmqTRAk31hLu7k2wYYhKk0YoWkUYB95UTUanFS7LwM4o5RLWlYROU5mKUIcI1wxOnHNYb6FaZPm2JlABWipqZzgdYUqpzlpCp0HMe4d3ctGzF2cK+uon0DSFFD/mV++qx+ZtSmussY377Y8si6IsCmqTE+oUEAhf4xEURESUyDNoU90EcqUQlUF4gQx0czueIAjPArKp68e6qULgrX3c1vALiJ+zIOSi1fQYg2rr+iyROD0f5cL++Um21pPwKaX1Hw98FGKhdbEI4E/YSfumd4Gt5+w9ep/3PviQdPkCn37pM0QqYbVnufvea9g6Z2VlCbzn8MQQ65gP775Pp9uhm3S5dPUGnUGfyeSIupzx8me+xp3bH3Jl8xxvfevr3Lz5FrPDMd4bogjOn7/CfFpz+Ogeb0Qxg5V1Xv38l/mDH77J91//DhcuX0W6mnsfTBme7NPqreFlxN2tR6ggYPnCjad+5Ke7niYRhoyLl1L6vXOcTA1CVQif8uGHD7h2JWX/6Jjucs2g5TDG8s7t14liybK9ygcfbLE0EKwsS7S2pOGcQdrFy4RB7zppGLC/85ALz64xqcVCuFogMHgvyW2IcZ7KR5TWIISmrktKKylKj9WLfo3JKCvLIC5I44jjSbF4LYcX4Iw7G2oEWlEDmhLjHbVq9mlXV3j/ODOUorHX8IuJo0AQOocrS9xcUgSakgazl08m1M6B8+RZSVlUzft5TznPcVHjJ2Sd4zRmaimIlGIKyEXf7snBWkzTeggBFwY47wmFILcetyjZCmNQi9JVOofE0UljCueI8pKZ98QyodaGqN1CIFCBZqAkc90MlqLZjPmgQwKUtaH2bhGiPWEYkpcVGIPyjdJ8DQQC/GmZJwRL3S4r3ZRQSWpvKW3TwohbEe1emwsbS4hQUrmKMIzpJppuO+DaUsxABhRBhD05oE/ROGSaBvkhvMJFLWoHHoWgCfb5wqspr3MKU5zhKwMVMDclSjSOo8470BGlKVEqojY5kY4IVUhlK4wzaKGpXd0MPl0jglPZJpg/GVCVUAQyoLLNpFsK+RHPKCmadkQgNa52VLYi1jHWW2pbn6FShIwprMeKNqWPEL5GmglehHjZGEcKlwMCL1uL/3uQMUoIfDVvMmE8smzOF0lT2SmhzoZpQIPvfWJJpfDOUde2ef4C7wkLN9cnMnRrDD++HfCR+/+4dSrmYhaR18kQ1TTAFj1cy2vf+Q3efP37yLTFOQPbvTbZfMLKxnnu3lacv/YC/bV1kirnzqMHzEcHCCzHhzuURcaDrUesrV5kPh8SRRGHk4zB0hLf/f1/wnvv/ABHSVYUaKXodle4/eGjpmI9vs/xzkMufuJTnNy+TX28z/b7b7K+tMJ3f+9XEbIkiSPuPnyIN4YP7z3gyuaA7ubqUz/zUwPqs1c79ActHu0fEGnDai9iVgQNBjFUvPXOD1FkLPdadFoh9w+PmY0ruulleu0NPv+Zq2wdfpeHuyekSYeV5Q7jumA1DVk/f421tVWitIcME0RVUtQV0pcI2eHo8CFB5wLeawQC65rMqPAJHoPz9eJHg9proMYvpsOn68xVwIN3Hre4rRUFbPZ6hEKBezxgcFVFEEYY6qaslU0QETS762nZ54MAnYSIQC/KdvBhyIRmatluJ4yPRuAhQIBSzGTzGUIdYFgMBLynxFN4T3dxzHEQMD/LChpKYEOEEEyl+Mi0VAmBcA5ZFlDVKBWwPxrTbbUpqopSK6ZZSSeNORpN+NyXPkmuFD5ogP0EmiDQxKEmMI3dL4uSzXtP4JsyWgYBsqoRgSIGqCyBUjwe3XhWlvtcu1izJWOMKxDesKpjesLS6rdxAiKtKecVvdRAXKFSwbODDhPR4u79hKPScX6pgzUV0jsqa9BRwvpKj6Kc41UKeLRUFFV1ltGLBaWyth8NILUzmKrpTRemQAvPJJsjRU4YNjCqytYo1aBGgCZAL9aTvHiLPXvM6fcD4qwqtovwU1E1gxbvsM42WfMTS4qqOZ9EgDQz8AYv4+a1XI7wp8Z1HuGfcAr1FbVoI30JC1rM6fFZLKZqZgcef6by9hFra5ngvEaaMVZ1kK4E17RsvGwt3r9YHMOiyhLB4vhS+BgBeYEnFj9utPf4TRuCsCGgIMS4CO3mtESJlIqHD2/xwc23mE4mfPLaVQ4f3eI3P3wHU5bMdYtXX3yVjXOXqYsp492HKFvQSVOKcpUsm1JVjvF0yNHJMXEcUmQ58sGEbitheDKmslOiRJDhSNOIo5MZ6+uXMGZMlg1ZG6zxqWef4wf7j1ha22A6yXj4wTvMxiMuX73I7v4JdXXEcFoinMUTMBoe/eTPyx8TUNvLggCBKSVVHbDSX2L44AGdPqwsb9AfhOBCLq4uMc0yyrni8tUNlEoYz3b4/mtvg5rQTdrMyilzX+OLFj06RM88S683wOoljmc5+ArrGibMvbu3GJ/sMFjLqI2gvXQOKbpIXyGEwtHQN209x4kYY2uc89QuPOuXOd8AwW1VEZrFxeI9eVUT6rrpYS1wpWe/v2+sooUUKCMQqEb7FRBK4Z2nlcQ4mmAmF6BxnCfWiqTbxlqHdAKv9GmXn6iVIuQQDxjvaSOwtsl89WLKr6XgfKeN8HOmkwkyDPFaNmgAGxAqRWQdGIuyFuObXV7RTE11t40yljRNmswzEMyrEuUsdjZDWk+SaGSkySdzauMIy4rae8zJBCk8LsshXPT9rMPWFUiJqGs4OELM5lSi6YFSliSBJnAOV1tCW/PKjQ3so0PuPBgydl0+8+oG6R9JQmcJ8zmmHXO5LZg6y8gY6hx65/q0lGZtuUVmLD0tUQd3OS4qusKxITV5EqOlJDc17aRFVVd0kjZ5lcFis62MQ0lJbZqy/VRIAx7Dh2rr0QsGUFkZjD0t8Zv7pZQUVU2gm03UuuY1rXONW8GiP3nmECAEtbFoJRfwpCaIVe5xFlYZS6BVQ+UUTRkfaHUWOKVQCF+fBd5TPCeAtdXZsEcIgfSjn3itOu9xC7jRk4H08QNmIHIMCmyGcwXYBqTuRbToDTdDYHF6LFIhXAl+jlWDpm1lRggcTvXB11g7/9jj8TLFC412OU5pnM9ANlDIzOW42vPBnbtMZjlFXvD+uzdJIgdac3Q4ZJ7vMDu3SbZynrd++EfcfPM7TU89SCjqCfMiodXqEweaqj6km/aZzwS2LHh4cowQcOHcJoeHR2gdIJVmsHqOqzeuo/Bksxmf/tLP8Ae/+U/prq6yupnz6GTMyuomnUvX+dmf+Q/5+q/89xTjA/q64OKnvsZseMLNN1//ib8B/DEBdSnsk9mM8xcURbWDqzVIy2jmCcQQ4SWbg5C8HDG2E3SgyIsT1gYddg8/ZGm9ZvehYCJmdFNJVXkCPWcmDymMYWtU4uwOwleIqI+tDfv7exzc+32CoMXu7rsIbbl65fO0Nz+NsZ7Z8RQlFZWxaOlBmQUQGB4dDnHOk6YxVVVT1TXj0QRpXWPbmxXM5xm5izkYnlBZQ+QcUmm8rXG1wQV2UTJ5TFkSnEJbrME5SdxJmM0yyswhTJOFODxCKZY6LWo8c2MWGE3RyKqVJWrRlw3CEGks0jhMlkNdUWQe0W0TBgFXltsc7O/jBAxMzf64gNRgiorJ8ZigW6PLglIIrITIW1pacr0V8OGdbezGOnI+w59MCLOMemuHZHUZ5TVvvnuTtViy8epzSCvYt56TLOflpQ52POU4iLCLK1ho1TgEAKGpefbZC3DbU48nPHt5nTfHU5QQ9HotZCsmDSFKBBthzIM8Q7kWnUTzc1/9FOsX+qRxyLjoMt4f8+wza1Q3rpBqSXpuBeckf+EvLnHTtelNhrQFlBuXKLKcMIqx/S7T2QjZbVHUOdY6ytoAjjiKqGqzgPE0gUAKQRSElKZCKUmkg0ULQxGHMXVdMyuKhlElH8OMoAm+9cf0PoWwHxl0PblOg7hYwJbsAjJ0Oo031p1hNQOtKCvzkY2/waYu+pqyCfCBVhRljZDN5itE065qwPOySSAWwVyppt3gF4O6H6WK+sUwFm/xKkXaaaMT7JvvUPgST7gIpKeffVGBCAneIO2k+R5OK0M7Xjz/JyxfNxAsPJgREoFVHYSf42SE1hVeOPor64ymc7orm2zde5eVpT4nJydUteXdN36IEwGurDg5OcaSEUVLKK3oRG2CIKLXt1y5eoE8NxyOClpJn43VFQ6OTjh//jwXNpY4GE7o9JapS8PhzkPO3XiR65eusXt8wNbtW0R7fbYP9vA64vNf+wV2j/c53n9Ab2mFm2+9QW9zEzlY5rMvvEK/9XQrmqcG1E77PBQHxLrFJJty93DIdGjodDTLywlpe0BeZ+wfH+MrxfnNFofjGTsHD5hOBGmrRbsj8LbEVQpb1xgLRWfKyWRCrabMdv8I7yxR6wIiWuLma9+hkwpmsxO0zphlR8wmOZ8avIgVegE6Ns1JJgVpojHeodQC2iQ8RVESBEHTB9MaBLiiIq8qvv5PfoVo9QJ5oLFlhXOLqSYeFQYommxAIYhDTZWXDVOEZvhhhcdoSAKNC5pMRifBghMtsbIp06NFHyuUkigMORFNBuS9b/CVgaY16DNb4EPLvEBZy2AQ0wolc2PIPKRBQKudMA81HedYkYKjNCExlrzfpV5Mv7yXvLDSpUoUhRPEacT0EzdYTyIGStO1lu6ldc4FislwyobWtK9t0taSsC4xoWD9fB8VxPRjReygqGqmJ8ec77QYxDH+6nnawUVMr8tP3dhEXdxk9+ExA1ewOzjPan7MpNvB1jkyUJSVZfXVl3lwPMbKPtdXajpZxXuHNdPa462k//A215Y6OKU5zg5RgUfFEdXtH1IZST9yeJvjkU1W6XwTlOoarSRZXpzhP2HRC5SSeVE04ssevBTM8pxAqyaQLgJmQ6n0/1y6Eqc2Lf5HYEhn77v4HSxP4liffH7TGmk2gh9f1n309rOgbk+HOFDVzW3lR57nSaQ883lz3p8FXCkbkRPnHEop0jhBK4GU/eY1F6iEs2N0bjHwatonzi1aDkLBovfJmUKcf+L/P/Jd4MDXi168WLQ4BMpOAEuZTRmXFecvXOPk5IRzm+uEvSU++eIrPHpwn1arhVQxg8vPMZ4MmR4fst7fYPfkkFCGCD+k0xkwHg6JW8ECTwthEJJ2PKu9hG57k+PjbdbWU8LAkWrP1skBQfoMFy4/y8HddxmOJ/zif/a/pZMEZJMh/6+/83f4zhuv8Rd/5ud4tP2Ac+trrA66qEARz465e/OAdiv+2M98up4aUPenR8wmGUkUstQ7z9LK8/zgtR8QyIher8O03CcUCb1OD1HDLBtztAfr6z3OnYvY2hkxaGnCJCCIA3Z3h4RhRKQj9u7+Fnm7jafCe8GD7W+z3LtGrx2xe7DPUn/CrQ8PWOl3uX7t85S1w/oaay1a68Xk0jGZzpud+yMnhiXPC6x1zLM5ZpENRF4wOthnWSukg1YrRdSWaDEBj2TT78R64l6X2lhUmtJRCl3VqDTG5DXaSjJTs6JDoiAiO5zgpcAlMYwyylATL7ICVxvm0xntbhvfbhFYC1FE2IoI44jVtSVSKbG7R3jnWNKCr3zhVe7Xno5xXL6+ij884MbXPo8QnuHOLi9+/lW2j465lq2Re011/x6JK7hxvsvu2jPc+9b3SNc2WL1yiUd/+E2Oe0s8/6XP8uDX/4CTsuTZP/uzHD/aYvedN+m/+jKDy9d57X/6B/QvXODiV7/Ad3/491nutvni88+gpiM2uzFzB2/d3eVCGrAyWOfu7Yc8c+4yH24dksyGvPjqi0wOpyz7AIUjVJ5OK+Z4PiWQntjMWZKO7emUGwNHGcWsRDW+Fmg5YzZ3POs8Li/QhSTZ30fklhxQQYitM3IKgiBkMpnjabI6ucjgzKmJorWEgW5aKovzQUpBGGhq05zwftEOely5yx9h8niKsm4wumGwGNx4sqwkDMMFcsqfcdtPg9fpyosSpdXHcN7/5Jf3nqyoFp+DBXvrtMqCOAqa70pq0rh1drtYZMRi8bxT0EL0+IV/HMr1z7mcdwsEyuMlhUQIjXM1v/ft3+V4PqMXR/hizide/TI+Ttn94TcJ0i4XLnfRYcjVa5c42r7HkdI8/6WfgW//PgfjQxwOMbxPpNsIsUE+j/jkJ1+hl95lOtkhy44oqpQ8c0zGAJKd3VtYqwjSiLLIiVttZg8/ZDra4tHDOZcHKefXB4wf3eF3fmOM94JHdz/k8OiQtSjih9/7BpvLy2czl5+0nhpQlVgmjAWHJ0OkHdPpLHHhcorLOxRGkmeadx7sUltDJ0555nKfQOekgSbPHM6URGVE2A+Ym5woVVzaWKOqc+b1Ls5u0E7ajPIDhuMxRXYbZMx4Mmdj9Qqu3kX4jGLygO0Pvt30QTaebeT/fAPJcN5RFtnCv7sJtHVd02uHDa00iZB4jBA4KZnnBUwXplu9Ft3+ErPJhFh4pBcUewcIKVjdXObh/mGDXbOOo/tbvPLpl3jn+2+ysrHK+sYqb/zR97n4qRcpj44ZDiecu3qJ+uE2S2sD3nnvHmFt0WlAvNpDewlasbN7yLMvPcdr3/4+X/raT3HnD7/F8zeuMts5bJAAxhKuL/FHv/1dkiTmCy+9zK/949/hE1/+MmGa8Npbd/iF51/mte0PKKZjPvfCszgtaYeOWeHZGeW8tX1MPCx4ce0cD4YF8mSbi889SzGbkVnH7sMt8oMDXL9PsbVN2JJcG/SJpCPefo8X1vrk4ymjR1voOKblMuxE8lKisFlBfPs2lzs9wlsf8JlORNLeYPjOh6zHJeVoDLKhaB5v7xK5gCumxjrY26kJXIUfOnw+4iiO0L7GZiV1mOK9p9sS+KrE142gsJCSsq7JHt1lttYmigxVVSGlplpw7eMkIooCnPUN+UIpiqL6iNV5UVRNL3PRH61rcxZ0tVbEUXhGrVRKkecFUkqqqkZKiQ704nVLhKChyRqDWkCPgkA/0ftsXldJhVLysabnEySDZvkFi2jBhYcfw37+cetU49T5RgtCL5AvURAsUCXN/XoxA5CBPn3rhiiiNaauCMMQ55/ArQrxY9CoP47UcHq/4kcCyylVChgeHvL2977BYG2dyy99mt7SKp/65OfBzvhvfuNX6F68xKc//WVwFbfefwefLPEzf/YLzGdj+j/3Z3nvnTd59Ogh3laESco0O6CoYqYlCBVxMh3STpc4Os658fwL3PvgXaydU9bQacUk3nL33e+S9pdppS3q0R6z/RP+x6+/yWxe8p1v/C7ddguHJJ9mtDsxR2+8A4HFZyUl46f+Hk8NqJsXPsvw6IBL5xXvffDrJK5iJV2jShSmVjzanRGHLSJbMFiKEL6g2+2wvX1Cd7lPGIWYtkD7mtFuQX+9RVZGREoQyAJjNY9GjxAeDnYd167FnIxHHB3N2dg4IO32kKVDoNl6+G0G3WWWOwndzjMcTy1KBWBt49ukJEr6MymyvGxKoHmeY71DepDes3f/IWvCMTkekR2NKI9HWOspqopAKXq2CWrz3SNsXjDeOcQ4S2QcD97/gKCoqHb2OSkL2kpz9ME9Qi0Jipr779ymHyjKB1tnO72ZlxT1CaoylFGAynN27twjriw7d+4SljXTrX0i2eAAI+2pXcmL186TmIreo9t88aWrnBNTRJ7RuXGJ9qO7fHElxfc0hw8eQJmR1wLrSzr3bvFzz6xRKQ133uJzl5aIpcC9+yYvrqV4axF7O2BzbBqirEU/2Gd9KcGWBWprj0E1QWMppzNaoiBUDp/NSbSgTgNMldNKNL4s0EpgnCStJmQ1BNYS6BAVKMrxnMw0ilVCgC0aW5PlLrjSUdSOMBTITkIURVTWUAsQYUSrHzN2Aa3lAcNhxcZzL7MSdzE+ZjodMimeKIXLqtEnqA3Oe+pZ9rHnc23sWSltTY1aAO+tseS+bEp254D6rK8ZBJo8LwnDoGn5LIzyyrImjkPyosQa22zci2AZxyF1bSjLiiSJFtRYKMuKIGgsSk4fW9eGKAox1mJtw3Z7Mtv90X6oEI9LaLFAgQSBQiJoRcmZqV+gwgYmtcgUBQ12tMm1aejQiwxaCMU0m6OkahTAnnw/zmarPxZMf/Q2/yP/ChYY2LpGBUHTkgsSVjeWMc7ye7/xy6xc/yRXrnyC2eEHfOErX+PDrXvcffgBL17/BJXzfOVn/gqBm7P18D6VCvkb/5uf4ru/8yt884++RVmXTOc5QZjxwc1vcX7tIteufZGt/XtYt8/B/ocoV5O0W8yP9hhPFLs7O+RWsboyZHR8QL8P2zslKhlQT+4zn5cYm/PKy18kDkN++K1vEfZCwqDFcJajgqdbOD01oM5nNWVVcfhgTKQ7WG85ntxnOC0opwHtdtL8MqLFfGowPqCoPZaQMs8YxAk3LlzEesVS+5iDkxH37u+y1N6g9JLL5z3zkxLhU2onee/mHuNJwdUrq/RjQffcRgMjykasr6yxki4zPNnGy4hzm+dwUlHUmmnuiLXhwmqLYOGnM5pnlDUcbU8JvUDgccahPIyPRmhAVgZXm8VVWTXMlwXDaDqZopSmms4QHrQQTLf3iYRkmBeMp1kDrToek5saEHjtcVZgtaDjG/qiy2vyvEI4h8ol2jnYPqIvJOX9HXpC4acZgQAVKCyK/OCQS6bCecPurVu0dUJWVISBJFYSc7SN9hojavLxjF6smwGdt8xmGTIIKIoc5RXew8zlbKR9drOcQGtCV6FiyaSsCH3IihIcTmvCUHJyMqWoJZ1Oi6rIMLLRLVAIIjRCGhIZMvclOhJIPKIWGDSqqafRWmGcwKgQJSVeKKI0xKQB7B1jgwFyqU0kApzQZGjSpSWK/gZRHNNdXqc96HKuuwQ4Ls+PiFyBp2BnnpPGnuNRho6SBbMH7CkmdDFEPAO5n2apPxKYToOpEE0VE4cBVW2aQFjVKK2oFpRXqSRFUT4upxcZZVnVC3ZUw1AztjrTEJULmN0pmqOpoBa40UUvXcpmoFTVNXleYoxFCIijqLHVjptteZ4XhEHjTtttpQx6fcRCwMUu6KxxGJGXJWVdU9cZSRxRVRWddpdWnCz6xbZBGYQxC1GAxXeh6egWtXXNhntK1T3tIZwOZhffozhlVH1c0HCOhULLR4Z43jmkUnTTkDRukWdznJ0w2r7N/Qc36cSS+w+36EWacjZl0Otz6fINQl+wdfctbNjnwXs/YLxzi939Q3ora9TZhFBYQhzCjzg8KdBiQDUf0+toRiePSKIuShu6aZtuL+XRzgdUhWZ6nNLqKPLCsrR0jvMXnuXr/3QPJS0rg3VavQ6BFkSdlAtXz3Hjuc8z6PX59q//43/5gKp651FOkU1KpocZzkm2dhzHhxVhbEmLkv5KG29SJtOcftDncHdGMTW8+Ox5XtwY0NYpR+6I0pWoQPHcjWuMhiG2SPjD737I+fMBnVbI6orihz/cxh7UlGpKudpi0PXI3KNbEcPpNls79ynyki+8aNCbm1jv6MQxGz3PPPc4NHWdMzw5YVoajudw+/YtCuHQHnLv2Bz02dk/RJYVVVkhgxBbl83AwFlaNBeaEgsGk22oghPriKVkYsuzMkkIQaEa8Q2EQNQOIxXWCgibr7YSouHmW0sIWClBC0BQA0ILhINSarwQOCEg7VDPt1FOsba0hLUNXa8TRvi6RqsWmSmZuAjLDC09ofLMS4XF4Q2EroGASV9TW0FmDGEU4URjwVIWjZaBEJ48aHbeWCrStqcfRkgRMVMeXUwxziACjcktoQhwCDphCxF5SCKkkzzKCto6xARdjBhTqRZlf52RscTtFmPXJl5dZvDqGkub6/gwJOqvoPDM5+NmlDPaZXJySDl5gBtWdOoxmQgppmMq4yiswHpwSHz/kxgdohfZ79mF632TlUnZ9AbdgqXGYyrlGVVzcdFnWU6eFSAgDBo1MPPEpN9739AmPWfls3OObjv9SP/xlDLcTltYZ5ln2Zn6k1KKoPF9XswBGihVGkXsHR1jTimbHoJAUxTlGQwsL0qKvAQBpjbMspy6biBSxlg8ns3VFY4W03HgTNN0ludcOXe+Ue/SepGhN4FfyAa3Op5Occ7S7/Ya3PUiC282BPMR6FYQP2Uo4xt7oFMm1ilVVywIBV5KPBFrF57j27/9K+ggJp/NefeDm1y/cJUkiRgP99ja2aXKjxgsbVKutDk+OWDux6x1Y97/8C7tOGH7/l10IMBrur0eUkrK/IDd4QlBJOm1JGm7y87OjH5vGToV+8d7GGMZ9BIcJVpGBMLhRUk2OiLPS3QQcjw65vY7b/Lc9Stc2Nzk0sYFrj97jenBFuevLz0tZD49oGbeQHfARe0YhfscDz9kPrNEgaQ0HmUk03FOXTusA+Uk59Y7TCKBkRVZUTKstikDQT7LsV7hyx0CnzAphzz/7Do7+zvgC8I4YqmfIpY1lYJJLjgqt1jtX8Pcg+Tc8xwNf8j59fNcvv4KPmzRTlrMpie0uhcZTR5Sj6d0O2105xxv/ODXGecVe+MRotVG1BMipdj78B5hO8UJSNsJ86xoLmbVfBWnfTdHI9AiVQSiGYxU1qBk2PSXQnVG15NBwKk/ugW0P+VTiyaBP81WlAKlsM5TLPpXS8s9podjukHA3BQ8zARuA8RAIYoWMy8J1Zw4UJz4Ee3li5Rbc5zTxE7AcEpuG3cAhCQOO8xdhRQhQioIApIIaqWQuWv45dJhdYyII7yS+H4HvxaSG8Ol80usDJbpaMXuJKd2kqKt6HTatIIYZxN0HBPHCoknHvSoVUxdNxCetN3hc9YiBQRacs5XFJMRrfWLRNLTKoeU0wMOjmaMHpSk5ZCD4Qi8JJYNL996Qebg0Da8Hyk8qbRY1/xGpVJ4sZhge4dCnUnFodTZ9Nk7h5QQxzFF0ZTfSspGuck1QbIoqwY7vPiNAKIoXMS2hjHXbiUY25T7Qsizsrssa6QSi8BzOl13FGWOEAuNhgUZwzlPFGq0UmdkkYPjE4y1FHmB0g2BxQvBdDrHWEP1BCLAA1EQMOh3mh6wWQjA2EYVKq9KntAoWVBjPePJjJvlXZxvZAOFkERBiDGGMNTUdU1WlHjgeDwCD/1uh6Vun0AHC42DpgeqFy2CUzHqx+pd9owCK4SgMhUeQRonjysD2ViuqyDghU9+hndf+0PCdp9oeaNBZmHRWIYnJ6QK7tx6jU57nf0H93i0s8cLn/0pciP40td+lm/91m9wbmOTB9t3kCJlNBlRVo2Yi8sConaXS1cTHj46RAnF/k5FmGqODw1SRIzyirULCdYbiirmeHfErDxCBxrjK4QISJOEuw92+NyrL/LBnXsc7P3PbG89YOXc2djuXzygDvceMRgss7/3IaODMcLH9HoVWWa5vJrQ6iTMTM7DuwXnN1aRRoKs6Sx5MjPDxJvsjhUPb++wpEK6GykyDEmXDOnSKgdHCiH6rK6skReaa9cvo+OQo733GE2nrK2/yOrSswSrlkmpObfxDJsXXsBHHcaTHIFmUsa0ZjUPjxuGijg+IE5bjLOCThzz3OWLtJUnPx4SRRKLJzOCNBBk9al3jcBUJbYsaC0uiso4KucRzhEiGor0AuPnaURRhJSYhZimkI3FsbUV0tfgJF5KYt+4n0qpOGUEKgHhAni+fn6d2fqEq+c3yPI5NjQMLgR0xXWmewHtULLe0lgVMSoM8cVVOlcbKqqrLZd1Qqo0YS/lfBChCai0pBUHSB2hfUWUpERxi1BpwkBTVhl4iVAa6pxl5pxMC2oLQjTq7QUQDucMj4dk5QnjadlkPEWFtRaVHUIxwwQpo6L53IEtUMYRJboRufamacGIkq9++XOUJkZ6T6wspRUo4bGyZJzXnGu1MQ7mRtDSfqGBIHCARTBxix6cd+RSEcZJc/yw8D+yCKWQUj3hUc/iIocgbGyotW5ExKWS5HXZTOIXgUKpxg1USYVUgiwvKcuKsqwbBpJSC9ppk9mGQUBZ1ERRQFXXBCphls3pttpMsxntNCEvK9RiuKWUJFgMhQQwmc4WXHkPhrNSWy30BvyinXA6uCqKgsOj6mwA66ylthbhPeLUwgS/yC4fK2wVZXOOnvK8SlU1LKuMBayqadOcHuPe0TFhEDDo9FG6EV/xzp3RTb1zqCBYKFn5x5mobIRbrHVEKsRU1VlAFVJivSVUin6nzQsvPs/W3jEvP/ssuw/fQ1BwcrxHVTvwgnk2Z3zyAHkpROO4d+ttXv305/jwrddw3tDqtPnaV3+O9999j16vzfH4Hs4qsipnJQqBCOFgqR9wdOIZH48IdEI7biGqjCjsMJqcMBnNESptqpgAtBf0ByGWEiEj8rpimo2Z7M/xuWdn++OJDP9cATV0lvxkh5ht8mqHKjd0+o60H9Fpw6A9YPigojsQlPWMze4yy+sB2dxTuoDbux9ytDfjmSufw3JCu2eYFPuca1/l8GjI1qNDbly/zGTouPTcp4iSDvNyxsnhQ7pth1QzJpNHrK1eQegu3VaP4eFN3nzjEf21lxlN+5RGsj8aM8zG9HTC6mCJWTln686HyKJE4oikIFWNopQOY3pR09/sBhAmAardwxlHmoQkYaPHWbgQHcTUeUEQxURBSIeKKArJS0PQSUAKZmYhMGGbXqybHXNquqG1ItKSWkiitI1Siro2jfp+GNAJEqRu2hQvvfwZlKShz2ZDOrUh+OQA4yxzW2PGOSvVDJ3n5KLCCAORIJtOmZcTbu07ZFXg4pRiPId6hg8l1bigrCxRWSFlQmlrqnqGV+1Gjd2O0NTIOKbODYFtKLEZgogakXSbDacoCZSg9hG1FaS9CBXGaJ1jyoKsa/Da0CsyihOJXe8wHJdsGsnMFOwYTdcaNIK5E2gJy5GjqBwt5wjPBKQ8xC1mhceZGRqJkJAZqNMleqEmCmJcIPHBApdMIz+oVZNxqbCZ2Fd13ZTwQiwU5j2hFMyLCmhYU0KIs0BSlBXxIjutFmr+zbCpyX7P5BWrRtSmNo2wt1YarRxREBBoTStNKKqSNEmoakOv3WI4ntLttMiLgtoYgoU6VQP/q0EYkrSFs5aqKoCm3D4NnkEYNUw72+BwoWk1xGGjrBZFAXVtmecZzlqCMGrOx1O+/mk/VIiPOKGaRZuirk3DLgPWlgd0kjanehRnuxIepTR432xmT0ysnDGN/q0zREFEsAjEZ3q1zp31s7UWTKdTZrMRH7z7fcYHO/TXVtBRRJCm5JNj4jBg6+SQ7APdiLXoPe7cfJ9L59fJpsdsXjjPC5/8FAd7e0SR4PBEkpcVS+stlvsr3PlwH617FEXG9WtXebS1T21qNtcH7Gw95ORkQm0lWgesb55jeHSCsIbclHgvQeRcubTOaLJNYY+J4hgZaZT9VxhK/fC7v45C8slXrmCNQBHQb/cIdIknwntYW1lh9+CQdheipOaDu7ucPxcRSkWR11w492k2L6xRVgHbex+QtFJqUyOpubHZY54f0eteoZifsL/zkFY04adeusDUHLO7N6en+nRDhdSC377zLZZ7HSobcuGZV5nZAOMr8mzKWhJAXVJmxxzMCvZPRozv3MUriawBLQiRhK0mZXd1M/G1C9HihszvCCpD5nK8F6AEiWj6dM46kqApLWfW4YBYKZwQ5KYmDhtl/3mWg/S0hWqGC3GAmeV42ygiFWGAd55OFCCcB9/QHrde/B6DKMPWhsKkaHLyskARYUxBJCw69Mh+gM8loqhotwaMRU6pBGHl6ImAA+lYKkKMmFG3JVWlaBUBeTlCxhHGVcggYJhk2MoyQOKriKkU2FQw8JpCCOZZSYqgnE0h6iKRxImHsiaMNBETTD7DBSGhrwgnYAyI2KOlIZxkRN5inSWVnt5sgkx6FDhiJMbBXq7wpIgYprUgkg4vPNlsTmg9dj5n6ANubx9yMp3w1b/wVwjWryJFjLCNr1S71fQiw6D5tzKWKFBkCxypdY+ZQ0pKAi3xKWd8e4Gg004aLOmiTG9YmA24XStFqDVlZWhMQRtqpzEOJTTWN8pUcdxk0P1eh9rWpGncWIUEmrKuCUJNVdfEUXSWtYUL6xxrDdYaijxrMk/nieKYYIEVOc23Ax2gtaQoCpwL0Fo1tNuqXgzLmh6wleoseEqlsLbh+RtTE4QRztnHalqi6Qkr3ShHd9KUfruzgJcJxrMJrSQlDBvd2aouG0sc0yhSnWalpwptWgbNey0UrNwiS5VSouSiZVOWaCWYz+d84Ss/T/riq7zzxrfYuv+Qyy98lm/82jscnuzihQN/gJQNgqPdaZP2lwnjgJ2tHfb2/z5aeYoyYTJWrC6vksg52/snVIWkLitOjoe8+MoX2Vjf4Pe/+Qd8cGfC0nIKwrG/NyGOI/LJmE6s0csDTu7dBUKuXVkjK3fYu1NQ4Wl1HP12xHT8ryDfN54MuX75BmUZ0esHFNM5oatoBRGPhkdEdYu5yBGBI88VI7NLEsNkAhuDDq+8+DwmfI6HD39APjvi6CRjpZdy/8O7XL5wndH4hOc/+Qrbh7sMdMFMTGmnNYezEw5nR5zsO26ce56D8V28TLlxZY2l5U9Ru4iDUY2sd6hECBJSFeHjmPG0wDlHK04YCYUTtukleoGOA4RpWFWVFNSKheaohEBS5XO8VzjdCEMjBCbQWKkx3mC9RFsDSiK8IDONtYpTgkk9QQcxZVigRcRMK9AN0LyQDuUdla/RMkCHAbkQUNVQVagkYuYKemmKrWriNMIOKyJrEEVBux2jwggnBKV1hEJhBZQ2Q6cws4ZAKoq6os4LqiRCSUE9NxSjgrgXoZKQ42FOtxvhrCAeFZTTkmSpQy0Ms9GYQauFjyEoDfGwxqwlhIqF/F9ENqmpYk0HS20kJmwRhy1Ku7Do0DBXObWdYmWAlzEmrZAmZ+I0sVJUIqQtHEvtiOPhFOMFLgg4qhylscz8kOmhoY7XWFlaJYg6VHON0gFv337I83qFpdWUJNa8/dbrbJy7yMry8oKSqc+m5+HC80ipRcmvdaNA5hzdNKG2liiIzrLA0XTa/JbOkcQR9aloSt1kk1HYTO4litrWxLGkqGvaYQMzOhUqOVOkWkCaTpuanifVxDzzsmgGTzogVZrTOfqZUtQTbQvnGqC+c1BWDikbURtrDUEQEEVRI7rsmoy0rhtHBSEV1tomU65qgiAk0Ipuu0tRVuRl0/KIo5BBt40UkulsTF4VICTtJEUvesTOO6bZjM6iNSNPNWkXCAAVBDhrF9mkRiy0XpXWTVvjFC3gHLP5mLzIabc7PLr7Lu31S1Re01pZZzQ8ob++wSSfNd+GhcufeJZsPOR4NIZWDzMdM54MidPF4NFnlOUMzzJFnRJISRQrkkhRmxnbO48YDcfURpLnGUXuaSUR59Y2kFpx4cKAN99+h+nUIIQkDANGw4J2HFGTIV2XJEqIQkmQPt0z66kB1VYBe/tjegMHwnDh0iVMMcOeOGb7hhsvbrC1e58i93RansrFdFsd9nePSVJPMSxYuqhot1pU2RFhGHB8UpKkXcLOFeJxig8vEMcF09kBlT0mbV1ndy8nTrtsXhaMnCLgEu+++XWcnfJ8eIGg+zzHPiCs5wQSrK3Zymb4MEGIRvU7WtvEvvMOgYxwgcVVFbVVFM7jM4tqaayrUUEMvgEjKxFgTY33FiVDlGxOBqUDpFUE1jWq5QTUxiGVREUN1k8VAV56ApGAA18Y6lgjVTNocDpEWokvLcaBbqcNBEorhGp6z6rIsaLRH41igyMAHTB2Ob0kRZ+EiL5hJ5uxqUPqoqb0mjApGRPgbUxsI8oCfNdiZxGuFzGUFUYERO0+WWIZeovQy3QwjBf87by/zJKKMIGnFgbVskyMJBGCeNUTFBaTQ2k02kmWWoIiTDiRcwa0GxyoqgiOMtZUwLhs1J60Bukl0+EML2p26oR38kNaJqTblujWgKiTUgjQ3TYtt4YLcwrXZpwMmJUFre6AbrvNg/09BoMt1jY26CUpW7feYn70kORz/wGddp/MlKRx2PD2A0Xzq9Jkl0iEaNh1DVZZkBUFSRQ2gh15wWQyZX1tlTSJGhFsIQh1QF6WtOOEQAZYbxftA0s3bjWaoc4SqqbNMMszkqix5cmLijSOFophH70QQxVSDQyjyayxbPE/GdAv5UftWsIwIAwDqgqqynBKC20cDzxhFBNFUdNOsLZBLCzQBnmRY+oGg5smMVEUEGtLls8aBplokKqRCrDeEwRRg6RY9JXrumqwqt6fOSU08b85fnkqtL3Q17DGNOSC4HTA5VhevkCU9tlMumSTMU7s8OYPvocBNp//NH/xr/0n/O4/+xVWrj7DdHcLghZ//pf+Ot/7g19n+85txie7LC2tUZoTJI6ygOVBl5OTIzrtFn/uP/5rhMrxrd//QyaB4NGD+8znBq0DAgmT+Yw4bNAqvVgxnt3j+vUOw+OQfFZQuJKDoxFFS6OiLnVlOTnOiZPlH6MI/wsF1E7X88ylTQbdlNneCdm4wNqM3YmhMpD7gtnEsrYscWFFrAcEwSqtdp+btz5kZSllabpNN+2QtSLG2yOee+YVvD+CbMRLn/0UI9mmJQLM7JCBauyorZfcvTnh+pUVPFMODiXD42PK0tJvTbjcMqi6wuqgES0JAmpjGB0e8M4br/O1n/4aUTulFh5tLCY2eGUXOLsF57puNDe9K9A2xCmJrCXCQ+49SAOm6Te5oEYFEdMqQ2hHVc/RIkCpAGE9wngEEl94KtUI+YYiovIOjMDWnsoXWGdIggSTl4ShxjjPzDoS6whrhVMVWeAx5RAZS8KZp6o8s1aMnxja2pNbzVxFTB1UQUCWaAZOsGwto44jDyGmZiUNOMaiiFiuoHSSkXR0soDlJKRwGYGTJEGLwHukBFPNMcMCI9sI7wnGM2YuwMwTDm2Grg3TyYypDtnfrXFqzDgxeJcQ1obYGsrxGB3FnLt2md2TKTqF1QtrLPVWmYUpurdEuFMgBpskK0sYmTDTAft1jZhNIa9Btem2urQ6La6eX6YVnEeHba4Mp9x69JD3X/sm7e4yw/GIhw/ucOvWTf7CX/2bnD93kdo25e8pOF4ruQiuTYkeReIsCAZaLjJLz3JvwOpSvxlMCYWlAcjjPa248dwqTNEMPhELzVV7Nk33vhkm9VvdM5PJTquNd7aRX/wRI0kpJe2kQZDUtaUsK55Ae35kOeuoFwMhrdTZMEipBZtMNNhr7zxl1fSHjTU412BiTz3bAOI4IlrQZ0+RKUXd9FjTOFpYc6smWVC66ZkuVjvpIL07E50+LfdPp/xCqbM+6RkE1Tc6wCxQFE1PV/HVn/sr5NMH/Hf/zf+XeX2PzSvX2X24S9gd0O91uXRhg2FRcf3FT7Hz4dv8xj/6+6RJM6BqpW0ebm9z48olqipjPJnghMKUGSPm/NZv/EM67XWO9vbIyoK8KqlKQ1v2scZS14IH8yOWlkrKsk1/ueD6M2tQFrR1l6hfc+9BTV4FeDGnlfa4fvUZrt64gfdPDZlPD6iDXo2VB9x9GLKzf8iVyx18DYO1AWnL8MH9E8JQ0O+mhC6kvbzGLPO4sIsTywShYaW/xKiY8Py1L9BKZhRFxTzP2ezFGBkhvKdSITJdQeYhwldgR+zsF8xG93j1i4LR+D7LgzWuXv0kSdwIvErvznZJTM2D4Zh3/uhbHG1v8blXX2a5N6DX7RNpxdbBHt56qnCOyRtsiS4VhauJkxhRzxGlxpc1iXON2IoMKF2NF9CdFjhVo8sK5T3Se4rYY2xBEAY425z0ggbv6KzHK4srDDiHcL4ZiAUxOgzxVWOHUWKoRYkqJSe2phUkqHGNyD1tFyApCEWNPBFEUQTCk7qI/ixHOUFgIRnlJHGLWDkGkxpdwdgYTrY9KpCMvGNvNCFD4pXGuYoZgAyQhcUHIT5JCaqcQnpkkiLcjFRGVKrNwyznWSqGWKJomd56i24iyIipSsOlTkztPF4pYpWztz9nONzh0oUBN25cxvspnW6ftSufwIiIoioIlzcZVwHV8RwigU8gCROWVjfpxIpAGOaVIgoEtau5O5xxMDoEKWhHLX71H/8KSzE4U+Bqy8rlK+S24sH2I1YHg0b9SwbosOm9AQSB+oibbhPUFr1VoVHxAi7n3WMNUw9K6jOxaoFoJtWyGVyNpie0273GWNLT+HQJ1QSk04xUNrJ+P4Y8AJRStOKQUhq0ls2Q7GOuQ48/M+U7o7cuaKVCNOpUaiGEYp3DWnc2QBM0KlXyVNpwoWsAjdiKx6PlAuUgm2OIdMRp59Y/qdhPI8YiFhAoBJxMRgzavTM7mJ+kyNWgBBpnCgukScrxwxG7W9sk3R5Vr4vsJLzy4qcIRcikLPFxyJXLz9BrJTz6p7/Md17/AXESsba8SivtcOvOQ7JiQivpUhYe4wxmOudAHWNqzbwoGU8aXzFja3JZoYQgEQk6VAQ6JAga92RrKzYupHzzd+5jthIGgza5zTCuwmEIw4C9nT06vdZPiJbNempAdVLxcHubw/0p7VbMm28d8sylHll2RJz0iZNVBj2JZUTSXSPQMV5ULPdWWO8PaHXbPMpqsoNd9Lk1bNrnw5vf59ylK9QuYm80IzOGOu0wSNqEUvJo60NWN6+wNNTs336T48OMwcZleskmaatP7jzBguUynYzBGlTS4u1vf4t7H36Isobf/Kf/jOPJjOeef5bxaELPOCIlKMo58zqnnaYIJenZCucEIm144DMMM6NI4pQsz4nDAOM9OaCDmswLEqeYW4MpS4TWVEXdKNVLjzcOb5oyCylQqtFp1U8qpedThHeMjudI1wwElnpdtg4nbN0vqeYlrXYbgpjSlAhfEoQpTjTGZ17VoJsyzXlNgWbn9iNeurHKwdyRxCGrvXNMgBxPnnS4tGGprUC3YnrRXgOOd562WEUgOVQRK8ZQBjGVDpD5lPNJyHHlmG8PuZBaEgxluMbltTZxbDiwXXDQo0JKyYlTxPaYyKVMdvd5/YMjPnGjRzteQskutz+4z6NZzfPPXmN55SLPDPpYQlqxpKJFVhgqWzMsysaRVUpK4wi0JFGSa4M2Ph9R7WzzynrKaDZlYjX91SXagzXMdMTJZEwx7pO2+9RVicEThzHGGK4+c+3jdULhLNAKxEJ5Xywk8TRlXeK9J9LRGea1CUKafmcZLRWoBTbxFCL0kbD4k0r5hYK/EMRRQOj1jwXdp60n6PGLdn9DIDklh0VaNZoDSi2yWkcUBmfPUUIRKLvQHGis2gPVDJQaBtcT4HxoNoaFOtWp5Qze0291zryqwPNjH8Ev5r3WPlYGBLx1TLKMz3zxs+wfjwmw3Lh+g04ccPODW0RBm+cuXuLg4W3ee/dtbJ5TlTkCePBgm+XlAUIolvubzKZzsnJCHLZxImZrZ8w8rwl0RKc9YJZNEcKjFTz30itIKYnTNu++9SZ5NcaYkOmsYnOjjVUB49GU9c0NijrnwuqAk1HF+x++Qae9zEvLX33q7/LUgHpwOKMVtFlfGhC1EjgcsrOVcfmZLsZ4Eh3yzMXn2Du+R56VrKQtyiRke/c+li7V4Dwn2R6hHzPNPLGQfPFLX2NYVGxVJZOFyrguS+qyYD3QDKuC57oXeP7lFc6tL7O6tI6NEnbLkvZkQqvTbaaE8zlVbZjlOS7L+fSnP8Nkd5e5jnj46BEBgqPxnOPCYUWDMw1kSDBIiHqNe2KoK6SKqSpPLRSutpQ7D+kP2rTrDp12G29mhF7jlCFziihI8GWJkwrhHViLFmA8VM4S0XjDT+dz+ssd6tISJAnGGJyp0GGOrWKkDCgd6LLg6os3OJjsIlsJdVYg2iGd/jKdTkISzciqdUKAsqRyBp+06CY5petQmoq9ozH9cyHViePSxWdZWerjy4KpEZB0iHVFUhiKICVSfcrS4MqaLEjIakEUhhzOG/57ErYYF5btaUkiFWqwxKHP8dZSVjV3JwXipOKoLqlryyO5wIaWNVo0NipFa408MwyOh6xc3aS7dpEy7PLO//D3uHZhg+7qBTLXorQlh3lOXk04GI7opilRGNBPAzqiRJRz/GRIbCcMyoyWrKjqjFdvdHhwEvDewZyJrTl5dItH927RWVpl0EkI0i7COTLZ2GcPp0P+k41zRFH4sf7wp6W2X1z9QkjmszFh3EIv+qaVXSjxW8/R6IRzKxtIKc7wnv8y6yMtgH+BYAqPg2lDMmiCXLSQrHT6cZZ4Giyts2euAqEKiXT0kf7nRzYB1zCeBM2wSUrZYEoXj1Vao58wB3zasnWFMwvTv8UuIGiqA68i5kXFuMjpLa1y5/4Wn/lyQJQmrGye597t90jiiDt37rA86HLh4mXsPCNqt1lZHnDv0RbeWMoyA2sZT8a0Oh2sKSiKnO5ah5/5c7/Eg1tv0YkDHj3cppsmWKG4/uyLdPtLfP/bXycvDQfHc5xPODqeo2TTKppOc+IwYdDtMiumtNKAQP0rwKa2HmWcP6fpRDHn1xNefOZVHu1vczzeYXMzIIoyxrNDsqIkqT3ndMT3br6N9JrVcxfwUtJOW/TD69T2AUlUozG0Ol1mZU2/rnBKMwgUQZHRE5oXL99gp5Z0tGL1E6+iq5L9+Zw5iuPdh+hJRqQ1nTDgwaOHTFGY40MO9/co4i5hEBAsrdKpCqo8Zz7L8XnJXEi81KgwYp7VUDSloJSNt3waJwgpCdKUwisqa8iHQ1QYE6cR3kc4AU6F1L0Oia2Z6QhbFHTNBEtIqED6mlBEBN4SpykqDYiSFGsbEzznaqwTOASFEYyG+7QHPT6clixFnjzzzEY1RbvF1fXzWFuR0yYOJPPpDC01I+vRNmBuA+rC0Ln8DI4QkRh2xgW3j3bQdUEYhMyDOXldg3c4IclncxANf9wZQxw3gstpp40pq8YqxlqCODq7ACYLrU0VOsgqWt2EuipJkhbK1iRJm15H02q1ccYymYzR7ZiWdHw4Ljh44zV65y5RTob83m/8M9wv/kfEaZuk0yWQcGHQ41InBFORVwK79R6JKrjgpwhTIYxrIEJVTdprxEaeW4s4H3kqJygDxVuPxjzazzh8aLiZO+pWh763dNshqr+GVqcBYDE8WQSzJIzIq3IRRxrMpvWOOO6AaKb3WuozyUgUXFo/j1LNBL20JaEKn3Dnfbw8TakZqPBjr69ABh9rk3K6TqFdT1uhDDHOoNTjxz65aWipiXWM946sznHeEarwLDv+2PcNgiZDXQQ/IeUZS+pxFg4fSUfPMK+NMLU767MqZNC0A1TwWD9B4Vjtpzz73AtsWhj0Vzja22J1aYXnrlzjje//Ng/mI7YeDbEq5sVXPsWj7a8zynOSOOJnv/BV5sVvs3V3i8koJ1SKtJty4fwanTRm49wFvHW8+YPv8/IL15idDNncXENJy/K5a5RIeonmuWc+wds3b4KX1KWi3YqZFTO2dx6gtWI2qRluD1m6oul0HcY+xfKFPyagbqyEpLHACUtlHY+OHlHVAesrz1AWD1lZScnqToN945jtIsPUKWtLmgt9z9hUdOME7BLZ6B6JA2sLUhSXlUJEKU4HgKBwFt/pE2UKE8W4yZhqOiZK2wzaXd56/Q32334T0R/grGeeZdSzGXWZI+KUpNdr+mYCNpbaBHQ4CRLc0TFeKMJOb2GN0YC/H58IzYlbliVlWeKdhNw1X42XUAvU3Jz1sJhXCGZn9DuAoc0wqumhxlgq6ZEyYTg2OCx+/NEfQWmFNDXS1vQHAy6vnKdsLfPunYfIlTbZZMo4//9T92dBkmVnfif2O+fc3Xf32HNfKyuz9gKqsDQazW6yl2kOaWSzZ8Y0oijJZKYnmUwm05vepHe96I3UAzUmDskmbYZsslegsVShCgXUlrXknpGRGXuEe/judz3n6OF6ZGUBhQS6gR5pvrSw9HAP9wi/9/h3v/N9/yXnh3f2MLpA1BLS6ayso4QoHVIxWFkmGeH63B5qMqsQeYEuDFZLAt9HxwnVdg3XK62LpZT41Sr+nOVVqdcospyoXsFqQ1SpYLBEYYgrJaF0SJMcZhO8MCT0JMPMEs8mpELQxCDQjLICPEle8VA6RQk4nGXMZhPev3ELod/GlZKt9Qdcf/dd/vAP/xFuMcSMRsijGQFDFnRC5EkcPyeZ5QQOKE+RCIHRBl1Y3FrpKCqlJQgdPCvR3RmvNANejxyy0YwfqSZ/NZSs1XxGsxkrQYQrwT4hnSeEYDJJmM5iqpWoTByox9tnYy3WlFt7bTX2WIzEaFzpsts7ZLWziLWStEhxpPMTu/sywbjKw1j9OSlBZ47HLKmt8mcm1C8aUgkhcIRCHJsCKhdlyi19YYpSdwFB4AYUuvjMcVSURn7W2s9Vxl/0+tYYtLWlOLuUj9fd5/+2J7+x5ElSvvYxb9+az7G1sBZTFCXcSgiMKfjg4zssrp3lm69+FSnVY8sZaTO+9rW/w8b9u3z87kc0nnuJxuIpzp1cYndvn2svfolXX/8G01lCrXKd8KCPG08Jmk0WFxd47vkOa6sneflLX+Jf/ct/ztvffZNer8/VF64SVV32dzdZXIj50be/w/LpNZYWltmMMzzXZ5pMcZRPkpRtDeVMEI7DZJoxnaS8du7Mzzx28HMS6tJijeEwJ84ynr3gkuo9lpdPc+r0C5j8PKbIEcEqOYb7Nz+lkDP8ik+hesz0FCjKysgYwnCFwjr40kcKhXU8lM6ReYwJqkS+j8pSpDBU0qT0NrIWnU3Q0iebTNidpITDTWIhcLOEihQsBwEm8ugXOWmeYqRgFDgI5bDTH5feTkJg4glkMakbYP0QOR1i/QrWcbHz3gyAG0bk00lZnbke5CkUc/C/46FMqYHpVCskSYIuNMarlZ5DukAEVQIhyPP8mETy2ddxX8patHJL5X5gr1pHRXXso11mwwnVhQ6eVzq++rVGyaxajBBS4ElFJQyYJgle4KKReH5ATcBh94BqWAHhEAUhOotLV2UpmaUJzYUGm3IX4oRm6BKtdJiNRkytYTqelmLZ+/vkAmIpibOchcVlusM+NdclsgkL/hJTkyKiAJGlEDVww4CO1qXsk7F0PB90QTIc8NGDB8zygrYSRL6LUwmp+5q9G+9wRs4IrGItLEgzTcWxZNMC5QnqFZck1khRsoCKNMX1JUVeauA6roeoKOqeIAgkk3FGmlm22it81LNUF+rEkz5L1QqeTbl37yZrZy4ShXNihzEEoTv/wB87vfL4Antc7R07m3rKK+2lsWirCYKyFdAdHFGrRBSq+Ny2+TgZRm5EnCePXVRLq+oy0fysRPo44VqLEQasREqnNKa0pcOApMTbHmNelVBooR8/15XuY/fX43Dlzxe8znVBmuREfoCZK2s9GXKOLz22hBZSoosSy3ssNmPnkKljLPfnxN/nibW7e5sf/+B7nL464NLFKzTqLVzXBWtYv/M+s8mAjUcPeP71r/Jw+xF/9mf/iWfPnuE1N2R1dZWFzhL/4B/+E26dP8nmzhYH6xvsD4Y0Fzq8+e3v8tKv/xbnzh2xurLM/t4eyWGPYZyzv7tBe2WR5XadsOaxub3JbDjDD32UynBcy3gUM5vNUEqhlEejEWBNjpSCvb2jpx6/pybUoghJC0vohfihz3LYpOmfwnVCgqjKweE2o8N3CaJF6vUQrEur5rDQOo2VS2AKlDQIERLJEziOR8l0E4QiIUfi+FHJSy9ypEiphg5+tcVoMMAag++F1Pwqy502n2Axno8UksXIY0mA8R0KWepbxn6A8AJGSCaTCUWR42dTrHTwlIsOKmSmtGO2no8VlsBzSFKLkaocdgmBMOXwyFRbpXe4tYg8xQqBng4xtmR7CJ2DcpFOhO7toZHk9UY5DU1iRKUGeYaejHFcha13QAhsnuFpjfJdzi42aLeanA1qVN2ADz79iIrncLLd5tZ+DyEFUgmSyRSpJML1MK7H0WEPIRVBGBC4MU4Ykk4zsljjBD5aCEIJzKfTjTBiod4kNwZpNEjQSnH6YgcpFWmcEUmv7IHmMUaXW+1ZPKEpC1SaYaYzHu3sUvMc+pMJi65h82jKUqfOaDjGasNC1ePjjT1+/4ULfPfmBjWToYY9ZCViVKQsLy1wsLPLnTTBNHzWGgF9AmJtyYRDveLhihxrDJ4vSGcpLpYg9MmSub2zUhR52X83xuL4DlqE7MhF3h4b/JahIaCfVqjVQu7fv89+b8I//d8889kH+4kBivmJXuCTbqfH8aTjaWEKXNchKzKa9cpnLqdfkCBn+ewx391THsIRc8QAaGvIiqykzD7h2HrMYrLCYrQhyzOSbEq7VsOKsmo+HqS5c2YSQCjDx+8NPrO2/kVDSonVBbNkRuh5Zdr+iWNjsuynnieEoPRHL1W1rPp860NIibAGKS3aylJ5zfWJ44Td9Tt8dOtD2tUqMp9iBBzs7rCzs8fgaMRgFOMJsEpSXT1DDYcXnnmB7e0NrDV097bZevgQV+a4wnDv1m0qjRpXzp/m//Mv/zm7O/t4gcezzz3P//7/+H/hnW/9Mf/xW9/i7t1PaNWrxHFBpdUi8D0ebT3Ccys06jCdjYmiiGqlxlG/R7VeIc4E3/vzP4H/6//tZx7Dp4ujDDKSIiX0c/b6BVIFfOW3XmJh9TRZFqO8mHp3yOH4gMCPaNZC6tWTCFGKNqTJOkY6VKMFHCfCdz2SrFywczU0HGWJmgs4aKquptpqE4UV8mKFIs9Q0uGTW/fob2/RqFaQlToiTTH5lDhwqIQueWKpN0KmswKlHGSasBJI8klC5CukozBpwSRLmKYFbjxGklNoiR31cZVCC4FjSgk/pU1JRRz3sfM+0rFIMH6lVJDKE6xbugHIdIr0PIxbMnBknoIXUszN22QUIYqsFGBBoEzB1BhWLAwGQ+7+8Idc/cprSKtZbjZwipyVdouJVNSjCpUwIMliUA5WKurS5Uy7Q2YMOplS94AkY3mphRMETKcjiPsMC4tFMdUW3yTcePCA5Uhyc2OHC6sdbq0/Qp1fYXOry5VTy/zowSZrKwvk+4f4rSpNY9gej/itaxf5q4/u8duvnOO71+/xa197ju9/dIc/+C++zL+5fZf/+uVl/vK9h3z1ay9z/Xvv8uqrpxjt7fFKx+XexpQLtRqEHoezmIODPgdHY9b7KZ+EDs+dWeCKV+fjO5s0W03+y5dOE8Q7OE5J8w2rEdNxirUlc0nI0q5EOYI8s/RkhQeiyT3tMpEhtbZkenREnM240nS5cPEZvv4bv48fhI+FSX5VcZxAn9bnPH7MWkucz5DyWPT5s0HQTyZwbXWpIjW3hQ59nygIyHX+OHkroXCk87mqODcllz50wrISlvInEAdPD2MMnuOy1Oz8QgOn47DWYvVcOGhesTqe9xh3iilhZ+tbWzQbDdrVGsNxj2o14u6dm3hRyOUrVzjYfEScpjxz4QwXLl1hOpvyycc36R8d0Wq3uPfB2xBWMNm07AtrWL91h1lueXD3U/r9PmkBl68+y3f+5I/BFriViI31B7jVJn/yb/47eoc7nG63ODiyjKZ9wrCJMZpsFuO6IbNpzMXzp9jZ2afebrHY9ujUFM0lB89xOJI/fUF5Mp66wg77A9Y6y6yuKnzPJTcjtt/9FgenVvn49qckyYCvnLzGamuFnYNdpHIpihnpVNIMetw+vM/ywgp50STJBUYP8FyfvHDQ1sV3weQZTPZwKiHV5jLjQZ+Nh/vEWUqn2eCge8T764+4tXNAKhTOdFpaM3SWGAhFUY0Yyxmj0QihC6LZmJNVl4a12LrPdKwock3bd0ldn24xxQt9Chtg0xwtBNqWIhU1oxm4YFGowGeUJHiRQxIXWCXxlabIE/KswBEGRUE6jXE8Dy0c7GyK7zkoKUiHMyq1Gnk8IzWGuusxG/eZSUkTgQh9Os1yWrnQabDiFXQWQ4r3NzhxtsHdH36HUx2PjY0RaqXO4f4Ax/cZzGLWGjUGu4ecuHqGg81DnLUq3Qc9Lj53htufHnD15BKHvSmL1QrLRcK+cFgxE8ZBjZUAVNXyel2wsFznGw24ndd4bsWl1g95/coibx3s8tuvnOf7b3zC/+6rV/j00wf8N195hoM76/zhV88wHHb5vS+dYbi3x+989Qy9w30utKu42ZSo5nOqHfCDWwNeunqabFLwwkKDexsHXD1xilt3NjjSGYcHBtpN3vp4g+s3H5I5HsWDHVYvX+WlzKFVFESeoMhyGu0qaZIxmBgyqUjDKrPWGttHCQNVJcEldnOcuWBJI6riScuzzz7D6ukrcwYRcx+pY3jPX2+q/qsIy5PJ8wnx5Z+TvJRy5j3Gst1xXC0rrR6/DyEEkicYWX/Dt/fXSaRf9NxiPp845vLPH0BIyYnFZQSCQlvai6c5fWqFO/fXmYxnuG7I/u4mYaPJ2z96jxOXC06fOcPu4YB/9s/+Kf/2j/4NJsuJ4y7dQY9Z/4Af/OBNavUqrlT0jwZoJSlMwsON++iirNCVEpw7fYorz1/lN3/97/Af/+2/onn2Ki8HlvsPH9A/3OeTm7fL4aMT4riah1vbWF3guw5xHNPsNHDFjL3DfcbTL3aDOI6n91DbKwRVg+sLkjTF92ocxltU+gl5ckSrXSOp5DzYuMFiawFPGm7dfcA0Tmi2XCphlZX2eSwhxqRIkVNoh1laNp+NlOi5L9RgkjIYjKiEIZmWHMQJG0dT3nrvffx6lc5Cm8KPUErhBz46icmmMwa9PoyHrJkMkeV0GlXkcEoQBcyQLJxaYtwd4hYFDSnIm1W0kIg0xW9XqSY5roKjJMd3AxYqEXGao9OME9WI3nSCjSKqkUtoLCNXkSqNr0pdTYEgtpLUGPwgwJGlVXAeShxHEPgRw0nKGEvdldSsRmjB6slFgkrA6SuXqdcbVMKAK96EiZdx1SsYFGP+7oVn+fa9Lf7+s+f5440NfuPFi3zrjU3+4a9f5M9HR/yDV8/wn3d2+d1XLvFHDw/4vbM18o8/5jfPXuZ/vHGXP3jlVd5+8yH/q9/9Kv/Df3iTv/8HL/Pf/9vv8I9+/QX+8q2b/M43X+BH3/khr3/5Cu9+cp+XTp9gc/0hX37hHL31DU6vtZG6IE8ty+0qd6cFX1pa5Oadj7n2zed46/sf8s3ffplvffcTvvz8JT764B4vvfIsd2/d4eypNWwKLb/gpbMdxlv7fPlMhem24tlOi+896KHGIw6mY8JqDT+McFzFxvU3+LuvnsZVDtPckAR1ejODDJts1k/wYJqj05QgqTN0gpLumcyIXJ9iGiOKlHq1xrOXv8za2omSOqxKTGahDeoLEuljCbqfuP3/L/Fwd4vcWE4uLj5uU3jKRQj5mG7qSrccSulyMKXEXCxG5yVKYS4JCGVLwMJPoRJ+lWHN571khbU4Tsn3x6QEQYTR4AYRBo1wJM9cfYHNhxvcub/BvnGRl87ze//4f0HNK/j7/+i/5vK5E+zs7pAX8KPvv8F0GvPqyy/y8Sfv41UdbK4wnkYJi3AUvV6fKPIocouJY/79H/1rFpZWCZpVfPJyALqwAOIeQhgQKa4KqFUUo2mBSRJsVTKeTlHSYdDV5PaX4PJ7nsT3fIb9IStrC2iTo6shVnmsrp3CUZbCJFQaOcOiz96mxNDB9zLyLGd1cYWiKIizmMBXgEeaOxgd4yifvIjRxRStPcCiTYiUOXXf4ZVv/Br/j3/1PyBcl8lBl9wIKDQ2TZg8ukfgSJZcl+FwxFnPpWoLnOU2kzTH8RTFcIiq1XBGU5oUaKNJtKGhHFJPEoVVhnFKzZMoY3FDD+0HeDonSGOoVRhmmloYIiKfirUIawmtKCmWVmMjn1QZhBcS6AIvNcjAwwtcwrzAVhyyQQpSEEYeJslY0JL6qVWcmsvpC2dR0mF15QIBh2xcv83rl5cZ7u7z9XNtRPeIq1eWmOx3OXFyCVdKnr18llG3x1LD5fD+Bs+eqpNMYq6cX2Z3fYfTiwvs74+4dHaZ/lGK8WsMe2M6Sx2c8ZBTnSotleI7hsiTzCjNDOMprJ07wad/9oDXXjjHO29v8/KLF/jR9btcu3KGjZv3uPbKWR7eXefEiWUebR5w4uwKe5u9siJUiplQLDQjbqSWL335Et/91g+4eu0iD9d3eeHqGQbDIV9+Zo2KGzANqtw/mlEEPt3M0HR8XAEvffnX6ep9PMfjIRV2CdmZpfiyRtW6TC0UUiAs5FpjdMGCzhn1tnCNpdPpcOb8JRaXlgHItZkrKkmcxxjCzydMZ56MSnM7H4v5uZzt/yniuF2w3Olg7OdB89kTPVfgcz1YLFhhEcLFVW4prGIthcnn7qNizvoqHitA/a3HHFYlhEDKgMmkT3f/kMQaKuef5aUXvkKvt88kTXi90WHlmed57vQFOs0O/X6XtVMttE7p7e/zw7fe5qPrN1ChZDo7RFtI5pq8IEq7cT0jDD0cp1TXOup2ObG2yMpSiyIZ8+md2+zs7zAbT0pNDxyWFxewIsdxLYG2ZMyoBkuYzHBwtE9roUYYTp76Np/asb58cZlLF65hdZOVsEnoBzSqFbb3u8SzCbvdQ+5v7UGhiDwPPzpBa/kcS8snWV17HtQycV6nMHWmiYc1Gb7n4zjRHK/m0I8thZWkRY42OXmekqRTfvzxp4RhBX90hD8bIqzGYDnqD8msolOJ8JOUC6sLaEfidFqMJlPSChhHUV3ssBiF+MKirKRRr5Rq5UHpUz8ZxTRdF18pUgSh6+DnGVmS4awuMvE9fAmnGg5+mmOSAhFnhIGDrLjUahWqSJa9iMVMU081C65i0fNoVgJWqhUa1qURBFxeW2BJOrx2/iS///e/wT/8+lUWnZDFpVXOXH6ByHRZHdznYOM+fuDSS1LOPvMMO70JV8+fYH8y4+qVE9y9e8DZE212t7q89NI57jw64JlLJ9lZ3+HKudPs7w9ZO7vI1r11zp5tc/POQ85fWuX6h3d49eIy779zm2dPt7n3cJ+rpxa4c3eTU5fOcrjTo7nY4OaDA2qraxz0hhTIuXix5NTJDttHU84sL7J1OOS5Z9Z4cHebM6eXuPnpNmcvrPDRzYc8c/Ekt2/co96qM9jbhI5Po91kOJhw4lSTzcMRi89e5V/v5SxducpBZmg/c5V6pUJrqUWr4vGfv/s23y1W+LNklUfuKmOquGGNWZ6TaQ15SQ+e9feIpgdUJ12yo118Y/F9h2evXqXVqAGQZPl8wPNFVSlz8RDDYDwupRyNZn3jPqPJ+G+cN/42ohRzefpwyVUu6okBlLaapEhKFIAQ86rUPh5YMRfCOv4+KRLS4ukYy1/k75Q/6++c67EKKZGOYvPRA66+8hIvvfgq/9Vv/T5WWEDy1a//Xa489xK/8/o3uXLhGTpVj/uf/ojxZMIsL3Bcl+7BIVGjjuv6bO8c0B+U56vQZe6IkxnDwYw4TknTBCsNjiv5+NMb/Lt//+/49//63/P+Bx9wdNRld+8Qx1GcWF7BQ2FNRLc7YzzOmcUxwvQ52NtGGofBsMfu3i+RUDPtMh4dstCuUAlDmlGbo1HBbDbj7voWycQn8E5Tjy7juysob5ntpKCQLqUNhUea5xTFiKLI6E8kkzjD2qzURJUOtbDOLINZLpDCJUlTJjEUmaXXO2A4iRlbl8II4skUP4zIHI/DVFO0W+xNNUm1wl6a0YhC2uOCduTiO4JEGEaGUsrOgvQ8dJYTj6csVTz8PCG2gsrJZaZKEQY+nVqAN5vQTHPakU8tn7GkDIuexPMcHCRRVEG5ilrgIdIMaw2rzSp1R7DoSpZzjZ/FnAwlFzsBl+se//f/wx/y2tk2ZjjgnTc/wGlWOXnmIlmWEZmM25/cYaXZoL+7T+S6iDxhPB6jHEl/NGFhcYmDOKfdiTiMZ9SjkFF/hi4Mw6MJnTpMrOb0aptRktKJPIyCy6cajCYxtbrP0bBLpeLx8GGPi2daPLq3xbMX1rj7qMvlS6us39vg1JkV3v5wnWtXT7H9qMup509w85O7nFqqcXA0IVxcZjScsLK2jIkzhKNoeIqjuODk2gIbO11Wr17mnU93OLN6juu3N5mcvcj/+6HlxuJl/vNOhmwt8dHGIadOnSHZesip0CEcHrG1ucU41ww2N/GdEmA/zmZMkxk1WxBvP0B0N5k8/IT44V0OHz6kPxgRLJ3h0rUvcfbkKT58/z2G0xRj7FxV38HaUnEqzcqqM80K4jQrscVzKdzj6q/ebH8GYv+fUeQ6R3/BcEwbTZyXsEBPeTiy9KuaJQmG8hjlJn+Mo81/ovL960Sp7F9QDv0tklJMXc0lAI9bKUWW89yLX+PqtZf4x//kf8nJ1TWEyWk3Klw4fZKvvPwVoiDEFCndrQe88a1v8e473+fDGze5s76JF9W4+vKLSOGgtEuRG2azKdYoQCLwkMrB8wJq1SZrp89x8sQqm+sbZFlKN54wnMTkeakWJ4TkwdYOjw4OUEKgC0GWaQwpk9GEwgq2to4YDxXPXfnSU4/BU+v9RmMJlxknTl5BZDsseMscjbZYXuiwvXXEUtulUV2gc+I8uXZwckUx6uMUeQk/EpYkMzhSIoWLtZpmo4YVqnQRHU+R0gHXp1PtUBTgqYjUKjaTFKkU+4c9FpSh2WpwiM9oPCZwFKl0WJ8WFCogiAvaYYXMGurNiFSBKAxGa6poUq1xixLT6EhLpRlQYMkjyaLyyeMx1DS1QpNbj8RoXOEhsynaSmRUweYaZS3IBMeE+I0m8XCICgPCMABdUGlWkY5H07csdJo0A4/nXrpKMuxy9+E6H318j9OLNVZf+yr/6c03sE7ItVdfYzCZMPUjLrSrfHp7g8vnTrBx/yHeYkD/YES9tcB4OmZpucPwaEQ9CjnqDqiHPtsHPfxI0TuY0PQrTA+HnFxeYNaf0IwchodH1NotNneGRJ0OeWYx9TbFKKFWcZCzPmGzRieUREpwshXwkXEgDLm50+MPXr3Gn98+4CsvXuatD+5z6Te+zg/+8oc8941rfOvt93j+Ky/zH+4f4D77Av9pY0Jy6jn+oivZrJ5m1rzMe3fe5aVnXuDmG9/l/Iuv8s5bb/Dil17ng+9+m7V2HTvpkzoeXuigheL+/XWaZkKQDKmcOodC4mQZJhsT93ocjqdU63UcR/H8cy+gGqsstKtsP7iNNzpiMQyoVauP/ZjSLJ+LTM8B+6lBzyfSxx/wwPceq+ArWXLZzRPP+Z9TaF0mSceZA/rn7Y04Tx7rmh4Nj+iOJyy1Oiy3Wo/rVl/5n4NZ2XnC/UWhVwKDJCVLJ8TJjOlkiB80aXfWMPYz65fSCUBw9vxzFLYc4jrFhP60IJ5NGM+mXHn2Vbbuf8Qf/b/+BX69CsWUN//yz7l88QyVWo3nX3qBrTu3cQOfyXBMmhoqkUtWZBQ6QSnI8oSlpbPUqyGT/pB2rcnBoI81Fs9TNGpVjJFMxhMunFujElUZjCa4jofFMBqm1GsNpMqpNCFLCu6u7zz9GDxtqvd//j/9r+1kOKLWqLHW1mTM2N3fpNla4NatXfJ0xIVzL3P56msEUY3JLCWZTUmzgnoomaWaw8EAdy4ssbbYptVq4gUelSDg8LCLdSr0RzOqcsZoElOp1Ihzy7c/vc27P/4AP0uIshn98QjHr5CHFQoElXarxA3bEj+nXKdkYggJRUo19NG5xprSMz2JMxzPpeK5WCWwQlJ3CpzRBM9oalFQ6kbmGbV2h/F4SmU2wBpNFjWoK8nJc0vIyT6e53IwDRmNpjQ6EUVcENiM06dX2euO+P2vX0EUlnozYDoc8un9fYYq4DCNONq9x/fWu6yeWOE3f+ubTHPNrTv3WT21ynhrm46Tc22xze6DOzx/bpXNR1tcPH+anY0dwrXTDB+tI+pVpjtHNM+fZvzoIc3FZfYebXPy2XPc/+AuZ778Enc/+Jhrr7/Io/v3OHX5Gj9+50Neeukq7314k1deeJbbdzZYuHCJjZt3MRcuMd7doLl8jkH3EBNWUBjGqeB0QzEqYBhUGB8dsdSo0d094Py5M3x85zZXn7nCDz69x+tf+xo/fPsHPPfiq3x68xMunj/Pxp3bRO0Op2xG93CfSWuR7u17gEHpnCVfkboCP6qztb1DogWugNcvnSQvNI2lZag0yLOYahCigohzJxcQyuPOzVs8e+UyJ559HTeIyEZ9tq+/QdQKWXz2NzHIUtymKOFDhTaPe6hCHAs+f7aV/mxaXq79otAI+fO32r9sHIucWFsqSh1bTf9kQv/FErzAsQ4Ci1UlXvZpcdxP1UbjKpfQCR8/pq0mKzK0LckCSqqfIgbMQV8lKoYUxZjuwQ69UYaqtHGVoVZt4XkRnnKQwmJxShaWmpMVdEkSmIx3ETKkyPpsbW/j6Jj76+v0B0e8/96n9KcTLp4/zzPPPgdRyJVTJ/nv/sU/56t/7+/xg//8Z3x091MCv4pFkyQpaVrgeYrLV6/xm9/8GsIK3n7rh8TJjEebj8rqtRagC0W326VWVaRZXu6srUFIkNLF2JxqVKfRrrK9eUSz6fH+exs/8yQ8vSMtHBZW1siFYiwiZuNNht0cY0M6iy2i8DTN1mXiWc5otMNgOkUbKKzDwSBBOT7Lq+c5c3INXcREoYcxhng85GiW0DsaUNghOs9JhUIXMYVWGNfnheeeZ629gmdyPKv53l99i8PdPeR4TBSFCJ3hVquMtCCMInSa4vl+aZonHGZWoQErJJmW4AekQGwlOtFICb0YrI0o8hw/C9CFxvVqOKmL49dZXjxF4Cj+q9/+Bv3uFpUoJDQFyVGfzvIZit4Ott9l5dwFBpv3uXzxPM8VMXma0uoETKcxu7ZBfrpJHqzxzie3uP9oQpFkhMMxm48e0TsaIKsN1meG4Qzys5f45KDLQvM8afUMh/kI3A4fT3b56oXn+c6tB7z22jf5i9t/zFeWr/GDHz/gN770Iu/e6fJ3mqd5w+xwVD3P2+qASeMF3j3a5tebl/hRZY9ZdIaPzAYiWOb7021eCBb4KN/gamWBd0eP+OqLp/nh/W1ev/Iyb33/e7z2a7/Gn33/+7z6a7/GJz98ixe/9GXe+uGPuHjtOd66eZ/FMxf4zjvvs3bhEm/+4AcsrqzxcGODYjZBaM14PKOzusK773/ASuBxsNul6QgCRxDWqxSOpeEFoBzWVpaIgpAsTjlKLWEUUGlUEdKwcPoynufjhVWGBxvUG03kcMDC0go4PtqAV23wJ3/2Pf7b/+1/W1p8CEk8N6ebs0lKXc4nl7dgbntS8vS1sQRzRSbHUXMDR/tTwiXH/VcpxedQAU8mvc+pQX1BHLckgMeuqErJx8/7SRGXLxJ1+cnIi4L7m4+IkwlXLl7GcX96Ii0QnyMGHFOotdGPE7CSCiUUoRv+1PM//1oFDkMyWlgURhfMUk2Ww8WlZdJkQDLdp7t1iB9UqDaWkCYjbK6ys7dLq9EhDBpgBclsQK+/wbvvfsDVK+f41l99l6NpwtWXX+f0ag/dPcJ3XQazCS9fuET/cBOU5c71d1k+fRLu3sSisdbgeYpqzcV1A7I8pygk13/8Ft3DLlmaU+SCixdP4iiHw4Mur7zyCh9/fJ00sSA1y0tNnrv2LA8fPaTQMBr3EaZsH02mv4RJX3P5LEG1RjHuExvY2hvxwnOvME58Do+qeGGNSTqjMEWJ4XKqyKjOicVFDnY2GY3HRM0O08Jhsr/NeDhEOAFW+cgiI527i0bKIJAop4oVEs+LWK62WH12seRTO4pzz73MjRs3MKMBh7097tz8lG6vh67UsblDYQ1ZWnr4WK2xRY5wXaw2aFtqkgIUeobjOCXP3RrmXEOE4xBGIZ1qDc+zfOO1r1KVmiBwOBpPkVGb2ErGwtI4vczu0RjpNVl58Qo3t7dYuPwl7mtLPwmpVStMBgNU4WDby6zvT1m/v8H6D95AD0eEkcerX36VzZ1tbn16m9d+/TdxeoecrDocPVxnUhja5y7wwe37yM4ZjrqCae0Ub68POGxe5k7i0l8+y0ammK2c5NP9GeO1y7x5f5fJ2nk+3jqgqNb55N59/MUVbm/sUWmv8c7HNwk7q3z7w5uEzRY3b96hsrjCg0cPieot7t6/j69c1h+s02h2ePBwAxtF7OzsgOvTO+ojbE48GTMpchZmY3QQQTLGJjOK2ZCd7T1WV5Z47803iMKAgx++TVitUYzGnFtsYwOP3fVNPCk5eXoFKSOG04TQjwh8B7XgsnbuAt1+n1Nn1qgGLsKvUV+7TLPW4F/9i7e4+EyVi2dOsNJpMJhrhQohyLShEvcoCv1YiONp4bkO7pzVo43Bd9V8m1s+nueaNC8IPOdxS6B0/bDkRSkuXZjPhl7HuqSh7xGnGY5SuPOkdmyvoo3BUYosL2jV6kziKUVeJre80GhriXz3CyvR4yr7i5I8lLqnZ06fKN+/88WVtatcAicg1SlKqFJLYJ5IBQIlVQm7egJm9bPCojB4mGKMFS6jGIRf49xiFcfxGWvDo411XJExGk/Z39uhWm9TS1Imgx6hLKm09foSOp1x78ZHvP3mX/Fo+zLX3/uA3/wHf8jz117kuWee5caN64Q+VJtr7Gzc4mjYp7O0zN2Pb3Ew7COkJo5TPN/Bc12qURXPszgCtrcesLGxxcHRAIRGKUm/12UwHGGwHPZ6ZHkC1iHwPMIgYjzO2dnt0qlFtKsLvHD1Mh/m99g/PHzqMXlqQu0sr9BuL/Dwdh+RJ6wsLGHlIlYVOFWP1DpgDRVZiiL4rqIaBZypS/KkDWnMaOsuQy+EdIoQHoUbUfgBoa2y1FnBakPvaIfCGqQuMH6IHzSAcgEKBEVREIQVXnnly/P7NV/7nRGP1u/zl//jv2K8cwBSYV2fzBQ4aULuOOAG5EWBUYqgViO3ksARJKlAYEpDvKTsLXnW0GpW+Mff/Hvs7z4k6W7TXlpgf2ePevsEgZIMej0aS6dJijGOF2Jz2Hp0n3qzjTYO2/0j2ksrHI776KBO1a2TJ4b1H7/NO2+9iZsbwrnd70fvf8CJV75M58EW737rz2iEES+8dI3pZISwiunDO2zOcp45eY47t29z+eIlfvjxxyyvrvLeD99kce0kb3/vDc5dfobrH13n2Zdf5cabf8WVr32TD9/7MS+++lXev/4eZ89d5MMbN7h89hS93X3OnD1Pt7vNqdUVNnf2OXHhLIP1h5y4dJH7N29x5uxpdu4/4PKFNe7cuMnlK2cY3v6YtZUVtq6/T6dZY3zjQ0Ll0uvusFit0f14gwjJLB6y6DrEd2+ypMCTmrjTxhsNaCy2GVUbKFdx7fQyk9GUllejtrqKsz/kxOXLuCKnWltAFjFHR0cMjgZkkcvSyUWqoYuQis2dXW5c/4hvPn+R55wqQqjHUyVXOuSzSWnR/dRlX0aaFaT8fHhUkhVkhZ7z1MtqUc6FnaF0Ij0ObWyJYzYWY/Vcn9SS5Z+xoawtK8Iff/IR506eflyhHr9KXhwzCX+CEqsN2fz3RoH3BAzssxACAt8thUa+IOkeD52M1Vhhy0GV+uziY5mb91Fu+wtd4Dkeeo5tFUJSGnxrJCmpVkxGO0xmBQudBdJCMYtnBH6CQGCt4WgwIcuOOHXyJPXGApVaHdcP2B8mXFqoUhQzDo/6/Okf/ykHgx6bW10uX71ILfKZjbqsnb7A17/yZX789ht88u4PmIxGjCdjjnoDRKsNgwHKKpRXVtdBZBlOeiw0FpgNB/z4Rz/i4KhHMQf716oVhuMxSVKQhI+FEwAA731JREFUZQVSlbbbyrUIoSnyjCKbstJsMZxM2e3u02i3SPMM3w+eulaemlC3h0MmcYZpnkBmMR2/irAG39fUUVSCoOQcK0VcqSMBJxmzszslTgRBMN8yFAU4IVkQYvyIUHlg4fqjdU63OrhRg9QU5FZTVcHnmuB+EJBlKVmaIKTE9wOEkNSiOqdOnyMwHrmQGKEJshRDwVQJAmuRdoYtDJkBJjPcXKEpcIUk64FTALYU5R0eSFLX4/+5fhvXddFas3b6HJPBkMKLONmuoKQhy9/i0sUz7GzuEFYrXLhwlvd+/C7Xrl1DSbh16wZSKrbW73Hv/l36/QHjwxGhMTihRx44pNpQdHtM33qbSX/INE4plOIv3nyHVr2GsTPypTPo3PLg+vskWcHO0SGT6ZgojpiNRkw6KXmWMZ2OmM4SNjc3GKoKj3Z3IMt4sLmOEJLkYAvSmPHmfRZFgelus2BT3GGXmolxdjZopCPG67dZlhnZzg3c4YTRvX3CRLLx4XVCx2F46y7EUyazAzzpoFLB1MI4Tqi5mmpYpW9yJrOcmhK0FtuMjIQwoqIspxfadIOQTHlUyRhqi9+q01lconP2JQSWzft32Lj1I166cho3G7LYWuI7f/kW/8UfXEALj4AU4wWYyZTe/iGOlBzv4gUgDUxTyxeL5f1y8VhtbH7bfEHKFuIzZX4pBFKKx5Xsk5EXGmMsjUodKJPwk5FkT0vy5c+mWYET/vQ7Pe75/qzer8U+oUugf+5UXwiBLcrBlCNLxwJXFChiDB5ZOkZnMcl0yF42Jk1yPB3w6KjL3uEOW5sPWOgsUqm6TNMp4fSQve1bCK/BuXOXKCbbFO4CVoVcff4qu99/g2rkcv/BA1799d+lFrn0Dx4RRXW2Hm3zp//pzykowErqjQqvfOlLHDxYx0iLKQRFkVJv1jE6Ic5jjBEcHAxIE41UEjAYnVFkBoSlUQ2ZZRkIPffqEgwmI06fPkunknJnfRstYHd3nyKbIp1fwgJlsbaI47ilu6J0mTguKistkZt+QKFckiDACkmgPDzhkDguWiiyqMCEprSjmP/zlENd+o+3M5cXVgGYmRRXKCLp4crP933SJHl8pRbGUKgcx3HJshzpBzROtxjcHhFEEaEToAcjYgyq9BVklMXgKvwpTHSMG0iWjcvQFJAXNJRCaEOhBE6aYQQUjiGbxTwcfIQuDEYpJsrFFjlWSq7/6D2Qkki5vPW9t9F5wV99+01C16NIMzIhsEWOh8AtNPXIxwYOw1lCgCXRKa7OMSZFBB6+a5mlI2YzTZFmVJswXr+P47jIHbBpTjruEyoXtX4fZzim0BlhNmX0yXVaSjPbzKgfDsjSHgtOzuDjHn6zwrQb41hJcljg+ILDfUOlFpJNBywlGaMkpJAJtjdjTUr2pYN0a8SxxZcFFTdkVKkiEDSHgkAbnFYTYTKSap2w1iDv7eKHdZZXTjJWAn86wzU5i/UmQbVOMRmyVJkR4OL6y6RLdQY31gn9gEq1wniyz3/8V3/Eo+09vvGVV6mt/BqLvS7bt26xvfEIm6SAwBQ5npCPJ8XC5oABJJ7UWFOgTdnbNDzha/Q/URxvx7GW0A+QQjCOZ2Wyn0sCAqVvlRQ0m41fqJL+otCmFPUuJSnl33h49rN8rI7jWL0qKRK0LfUFCkCKCIlBFKWnU7/XRzkO4/GE7r7loNvD8yu0mov0+hMm4wHCTrn67POMZzOWz14gT0aMp0O0OeBod53XvvYVjFSMpzFH/SFR6HDzk1ssnDzF3Zsfo4TGSEE8zTl75hQHhwfsbT3E9R0sETkJxmjGw4R4ZvH9nMk4fXwxlEKU1ahSZEmG6/osnDjF5sYGvucTBj6rCwv0xhNu373L2lqVuWchR4MjjBacPbf49OP1tAeFEBg99+SRiqZbIXV86mHp3b3dPcSZK+f48wmgK0IQAl96GCypKV0PfVH2OZ/sDR1fzaty7mHzxA5FqdIm98kTLqUsCQHz57lOae9QCXxOn1jFoNDtChXtYHWBFJZ6FlNokFrQFlBoTTEe4YURRwdDQsdBugVS+MRZRuhKbGGZFhmVeSWdzVIyNycUCkc5SGFQjiAwmkSDLHKs5yGyhNBAlKaoIEDNcY5DD5I0wzUWGRvqtTrLdZ/FdsD20RglWgROwqzTZKoNM13gmzGT6QyaC8iKy/Rwn1C5FJGPkZZs0qOWZQxzF2MKlFMQocmOhmSLlnNBlYeJYaYClOMQjMbktQgqEbHjYOMZrbogrTRAuKg0RbkZteYKuXSoTYeEQYDOUqpBuWvYq7dI9++y1OmQSp+z7QpOfQFvSZHkCcYNqLsKPId0PCEfTTk46DKYDpArHVTo0It71JiymPb48E8e0fpna9y9cYdh7wiRZyhXElUiPnjvBhebJbXUBi7H/Ptg3hu1kxmiSBHSPjYMdZ1j2TsAjbAW+5he+cvBn6QQBJ5HnKXlVvaJXutx6HkLIMsy9rceUm80cMNaqSn6xA8f/9wvC8my1pLrsi8b+u7jIZox5rFv1C8bpcC2eny7BOCXW+RZfIQpDPVajf29PbTW5HnKJzdvEqcZaaZZXlnj5FqbZvMc8aTH3t49BpMBQSioeddotDp0BxOsG7J9OKa1uEroHtI+fZ7XXvo6h70DKq7GJcOVcO7MGoPxGOmAkIJZPOH5a1eYTqbsHWwxmc4wBsLQYzhIKIoCawWe76J1mX+yPKEoDEHoYHROp1VlPBuRxzAcj0iyPkZblGySFYai0FhbIfQDVjoLTz1eT0+ofF5IVggBBu4/vEvD9Wi2lkiRn68qnxBrUAiiJ9TK3Z/FHf6ChXWs+P1klFPJssdhjOHtTz7g0cYmchiThn2mQvHKl7/Exde+SR5P+OM//h8YPjjC9Vxe+so32NlcR+UTjjyLihPaYcjC2hJFnuH6HmhNYksKSdSokBqDawx1A7mTIKWgyAU2zlDWZSo0SkFhoJhlCKkIHUVcGEReIGxOrRGQZwW+9Gm4llQJhOcx7c5wJzGVBZ+z7RbZ4ZDdRguTFkgNJ9HQWuTBWDNQIe0go+oJemGF3FhyJGfzIZ3liH6lhSMk4ugAmeacPLvAo40jls9cIshjZq5HlGfM2stczmYUXkBTFERmwlLYxhpDM3BQQpI6VfpZSs1Usa5PPJ2h8hnGgl/AhlCcW2kw6Y4wWlHEE3Si+NGPbzMdflxuV62BrKDZqJGnCQeDIUedNr/xmy8TVgL8Sg1X+ZxtQCPtc/ftH+IJQc2CGo44POjTPxoQrJ6lAoi54IaAzxLqsVzZ8doQHqIaURhTTsmtxtoCg1+uHPE3SzDHiXAWx4QKXOWU3k1fEI+N8aQEN2KWW6qB/TlQml8uLDxOnnmhcR3F57AMx4lcHCtbmTlc6hd7/VKMxTy+DeBJw4ONuzQrsP3oAfVGk3qjwVG3S1FYTGGoRlUKPaJ78IjTq21u3vgx8WxCJYx44eVXiaI6/cNNZuMmXqXG2uoqzXGPH23c4PoHn/Dsb/xddDbmzNoqDz59i7s3bnDY7ZOlMVrnHHb7GKt5uHWAEB7aWn77d/4hf/Wnf0pv2iXNSuiTcsoPqFKSPCvIDYShQ6XiolTB4GiHNEt46cVXuHLhMvc2brK9l5HnhqNBhuuW0LskSZDCcO7c8lOP11PPtVQKo8tJ+PHaVUJycvl0KTLreLjmp9kZv4r4oq3IsTmYVA6up/jKcy+x+dZ3iOM9WqvLfOlLv0Zn+STVShNTbZJlBY8ebbPcWeDrv/l7fPet77H5zvdYaLbYG+1TC3yEKTCOD65DfxIzHs+oVSu4jqLmeSjHwfM9imKGkJrIr5HOhhjrczQ5AgKsq1hbWCy3mklG0KiVAtk6x5PQCkrDQwdBHM/w2x2caooxCV7k43RqhIVkWGsjGjVUmlDZyRh4Pqeff566LRC9fXzfZcH1sZ7HwDpUs23OBJJHdgEbVHHSZT66fhvrd5iZAZcX20STPiMhiIxL7EoGg4QQh1QXTGYxvekDcm1JdY6dTJjOUgbDIcYavvzCM1y6eJmxquOlY8JQsG8s2cYOndOLTKXPvds3GYz2ONju0w4jQFMYiyskkbVkUYgcTdDS4Z137xGnGc9eOktoXU41JO72Q5rCMnUkuZIUGjwHPAlB6CGxqGyMKz+/Hma5IbcSgcZxXBQp/lyUHEDZmFyEgEHaHP03TKhZlpfQomLG1sGMZrP1OcHkLwqlFK12G7CPze5+FSGEwJGCXJu5k+mcPJPmT+BXP6tOrTUU8RHpbIRX6SCUi81nGLeCVP7j5/y8cB/bx2h8kXLUPWCxYnn06B5RWGdhYZG79x4ym+X8+EdvM57EPPfsNVzPIbUOP/j+O6ycXKRSXaRaCdjb3S1RDtWAmUmZGJ9AGeJxl/U7D9g97HNi4y4fX3+LL3/pddIsZn9/j/3eIXGe4DouK+022wdHBH6Ao1yajTpbm1sY5TA4yvH8OUHDGsIgKoWwdVmQ5TnU6iEnVhaYzBL29veQMuDB1j5bmzsEYcRsUjCZTUtkRqFptBZYXar9cgLTx/7bDkUpDCskgTBQJGgV/RSu72875Ny+1miNUgHSV2ijGBrDTIZcuvYlsiwrWwVCYOeT09RodDrja699nb/Y3ybe30IPx1QWmuC7TPtTHEL297uMxlP29g8fDxiEEAhZ8pClUpxfXsTzHJSdsbq4xCSD2eEhdcdgVIksEIGPkALXreFKQVs5CKWIk4y2auFVIkweMZhO8J0M5bfZwPLKxSXw24yGXfyFBsNsEa/ZwMYj1MmTJKM+aS4oRjOIY0Z5xmihCfkIMZviiDEyHtNUgq9eXEUmQ7rKJfADpM34/l/8JQf7PRzXeayyXuQFjlIoRyEk6MJQ6HKQ8v77N9jZPgQpuXzpFM+98Cy97UPy0Yywtcq3/vgvuLuxSZ7mLIYRqh3gWgcVZxidAxa3GoKABhaVa0ZKsXHzPkmS8tVvvICIp4xdRTGOCRyJ7fd49O47xDpHuQJhDMO9PbJ3/5LOyilsOsMT0NCWIkuQKkQXDsIpUI6DGYzA5BgrEMJghI/+JVSVvDkutSgUXiR/bjI9jl80Wf11wtoyQQf+Z1P5Y9sQo1OE9EAI0rwoNXyLBPKU2bDcpSkt6R3sEtRXqLZP/NzfJ4V8DK2yGISVzGYTHq7fotZo4vo1pHS4e+s2R/sHhJ01+v0Jniv4+OZ1zl+4xMHuPrmQOEGFeDhgMhnRbHRw5T53bx7w/EtfRemcbmZIJ5ZWq0m4f8DgqIdJZuRpydPf7+7Q749KecZ6nVa9yWA0pbAFmw82SW2BkAZdlELXaWKQCpQDQmU06m2yNAFHorXBcwWIhL29Lmlq+eD9j9Ba06j7NOqLfOU3XuTslRf49h/9W95978c4QnDl0jU++PiNpx6zp1eoUrE/6nJ46zu89PxXGBVQFyPypItyIkxwCus9vUn7q4jj1oNSn1lDhL7iZHOBzkKH9Ruf0h8O53YLgjzPUMohdP2y5MegbIp0IpK8YP3eBqGxDD2Fk1s2Hm0jKNkxx2GtRR9vl47vLjSHwwmthRqBlJi4YHY4xLMWm2oyR+B4Lt1ej63NXRDzvm+J9sZ3HF66chZTaMLAQyUpYafK7HBEzXfpDu4zzUfoLMfXAT9+78f0+t8mndupFFn2mEZpjKEahdS/+TrDWcZCM6LuR7Slz/o7H3PtK8+jfR8GU+7de8B0MmHcH6OLAuXMt3zzL4stSQ2ug7G2rCzijNF0htzaZ1Lk7Dza5uDhAWY0JmtX+d6//g8MD3t4cwiRQ6lORiwosHhK4lnBoD/BdRRBNUI4CjGNabSbTHd2UbLsi4YoVKZxbGlHfPRwC9EfE+Y5PgXn6wpZcbE7NzjYeoBGkEhJTRZokaPNBKw7pxwZHPLPen22QNoMLZ/up/4z1958b3y89v5/HYU2j4kIxlrQCcqWEKniGKhvCrLpIcZqhFNB1E4RT3rEszFHvU3WogZCfGZYOMedfe73TGcxtaiCQSNNSiBSprMxd298xGQyZTYalQPFPKM36OF7ETc+uc4sTZklgLJ0u0dUm022Nh6wt3vA6fNnUDrFdUOE8Gh1zqJcn1s3bnPh8iXiLCfPc5YWOywtRYwnt/nwvQFZDMsLJ9jf66O1Jo5jptMJSZFSFBrP85CpJU40ridwlSRNLVmaI/OyKBqN+jiuJUksUgkqXoXhqCCJNdrM/9ZqheXVc1iRsLu1wx/8k3+KO+7zwYfvMxyO2Ni+w8LC6aeen6euEmsNXj7l1GKVdHKXo8NtishH2SFWKTp+QGZbf+Pt1C8afhCSZSm6KHA9H6MLhqMByWCHJE3xLOiioChy7BzkLaWk2mp/pnNpNL1hl+HRgH5/RFit8ejRHkEQPGat/CIT195wSG84xHMcXv/SNXxpqXY6eK06H3zwKVleUOSlLqW1JXzFzLUhEyHYPDygXmuCrTHrDTicxbjFPq9ePMU4aWKUw6h3wGg85t7G5rxvW9IgtS7dPx3XQWea8WTGH//Z9zFas9qo8zv/8O+yutBkOhggojob2z3e+N73CYzFU6XFsJDlAvNct0zSucZ3XTzHKYeIeV7umoXAQYAxpYZBVnB02KMqyuGhdCTCUUgNghzPWMJpQp4bCiHwPIfAdVjwXAaDITUlyZUgchQ6ndurzHJq7SqLtQokGUejMUIKnvvmV3h3d5+JCgnDgL27n7D/oaR9Zo3QcVH5iHGSsHvvNtNKm/rqKXy/SrMRlcImoqQkC6tBOEiKJyzhDdJmWNwnBlY/P37+AOmnk9KvOp6UICznGRaEovvoPbSt0FpaRXh1MBl5PGQ6OKLWWUZkOXE6JEsz8nSKH0RAeVF2yBn0dnGrK/i+X7K/TIHNxySTmHoAVuc82N0lbCzQ749IMsOJM2fxvJCND7/HdDph2p9h/Qqvv/Yab735A86cuUCWzNi9c4cizbj84ssks4R0MuTUKY/NnX1qUcC9G5+wtLTMsNdDkINr6PYOOXnCJ54VBCrj+2+/z85ulywzpKlB6z4Cie8G1Oslw3EwOMRoi5QOwp0XHdpgrSCeFo+ZbX5QauP2Jj1OrJ5meQl290uwfi2KSCdTprMB8c4h/+G//5dUIkktDJjGMzY3d+g0608/R097cBBP6G3/mFbFsHd4j5v3tiim8NVXzlGpVsizHKEScKq/ivXyMyPPsrnflyh7IEWOMWBVjWOTh8lwhLWmZIgYlySPyQBF2az/iz/9E9auPsfDu7fJsWRCUBGSRqdJrz/AtSUA5+fBvI+TbqY1716/xZoXMJ7E7N1ZJ46Tn/pYPdkWsdZyf+MAJbucPrPG2cUW/Yd7rEQu/lKHNKzy3l++wfrGo/L3WIsTeEhV0hJL3vNccb5UtybJMiTQ7Q/4d//uT1mKIi5GHn/+H/6cgzQhyzIq1Sow95BPBXXHx/M9ZkVGmuXlEEOWA8Q0L0phYluiEpSFqnIQRUGlLLSJhMIVEsdxKfTxwMjiIKi4DjgWkoI8z1hZbrC5I1FC4DouxqTM0ricUKc5kTIEnkulEtDrD9Ha8J13rqOzAhyFRdIIa6z3R2y/f5t4OCMzAk9nVEJJ10i2PrmJEjk1XRDNfabAYoQHyPn/x2dGzJPpFyU/i7Q5RhxvqX/xBJnn+ldusXIcx/RYIUpkyzEjC5PhiIIwbNI96LI1GVKJAjAW5YdMpimj0afUG0uo2ip5tk+SZ+R5gZvOsCYhycvPkjYWdIxjDYnxcaWhiHts9aZI4MbHH6H8gGQ25NTpcxz19rh47hxnTp2kKAoePNplOCsYTCc8c+Uc1WqN0cjQPH8SoVyev/YMD299TH2pAhzx/AtXWVpY4+Prb5BMh2xu7tEfDtk73KMwKXfuD3AeHnHypKTfT0jSgskkxvMEwpRDKG0SpnE8Z6S5pKbUQ81TS1HMnWa1LfGnVlDkIJXFaIvO4d7k4ZzSW7ohT+OYextDwsil0Io//4s/RyrF0WjC2lqbIDQcDX4J6mkRD9HWYb+7C0IjdI32giTOM1R8xDS9Tq3lIsNT4Fawfw1DsL9WCMFCs0691mCcxnS7PZQFZw6TkVIy7vf58J03GScTlPIwszGBUvgGIs/j9JmzBH6Amn9GIm2YOWquOgS5tfgIDJZfqDNsLXmSIXDIgWw+iVZAQ0hiLPHPAEJqY3j0cAcxiqkLiVKKN6/fYG9/yHQ8LbfdlFW2KxVGmrn1tMaVCqEkVpVT7gKNQhAiULMEVzoQufhCEeGQzHvBbhRQnUJCgpo7JfiOS+a5KAQ1PwQLQegjcsMUSKyl5rqY+VQ7wpbasXmOj8CzUBxPtl2HajUgMQLPGHKbowuN1QJpyjRmjcaxmtAatOcTyQKpM2SRs7zU4vCgR1iJeO61l9m5cx+/KM9EUKtw7isXuXPvEWocE6UJQll279xnL9nixIXTVKOA8199mWzjMzUgx5TalQKDEAUWhRUKQelzZIX7OHkKW6Ao8L1KeaFKZ2gxh/P9AvG3kUxdRyHgMcdf63JaLQRkWYJKDjjsbpPGKVk2wOqUQQxeuEzk16m1OvT2RmxtPaLRGFDzNdKMSMclxEmaBOnXCOstBsM+1vbZ6h7iBVWUU16Y4sJl3N3BSsmJU6e5e+tTjrrrBEGbvd1t0DOKAtI8JUs1Qvl4gcfmzi46TxiMZrQWlzg62GdlZZl7964TLCzz4Qc3cORtlhbqVGtVzl84y/vX36VRqbK2coJed8RgdMS9uzeZzGKKHHxPIRWPBUxcx8XoHMcBP/DwA0WaarQxVKoVJuMJMG9JOZY4LuFeQpSV7rEOQ6E1nlTUqhFJJjhx+iwYzdLSGsPugN3t3bk/nM9C65fAodrRLSreEvv9h3ieYDadkmWGetvFcwMm8RShPiXKNbJ5GeH4v7LF9GTERcqDzS6xLjjZWcaZe3gbY7BKkgtBv9+nt7vLs19+lXatzvajh+hHDymkYBzH9A628Mf9chIMWFEmQSfLwYIvBHUhGBpIf4HNvwWQAhW4yNyiY/34WY4A10ICP/OVtDEcDgZU6iXN9nB9hzQrCOZT4QKLbwWOtgjPQzqQpYJAOijXYZKXiTSlTOJSlDYTx5oFSIHwHEQiCEMfm2n8MMCbTJBS4swHG6YwuJ5b9qmlQFpwjCUsFToIjCG3FuN5HCeXNM/xKCunmpLkUMobFhovzsiMRSiJLAyjw6Ny8dsCa2CmDe1Oi3AwJM0MtdDjUqvO3VnGlUtncF2PV1/5Et/+s28TBzWEEAwHIx7u9hH1Go1mnf39Q54/eQppC05WPc6GOTtGkccTwmyEk5TstrJPWIayyRMn7rOTeAxqskJRWIe7Dx7Q6XSIAoVjJhjhzyvcXzYswpqnthmEzRGPK+syPKnJ0yleWCdDkMcDlOOhKJjFM/I8IzMCbVwO9rvlIEblRNOUiq/odgdk+RTPMcymOa5TWiLrWZ9RCtZ1WPJrNHzN/ZvreL6PUgm7Owe0Wm3AIZ4McL2M8eAQTMxoXNBevIBUisHY0utvcHLtJIYqqQ042rmHuxYSVevcvnWbtXadtZUmk+Euy4tVKjWXr1z4Eg/uPaTabLC3s0uWWY4GfTyvxYXL13C4x97BLlLBb33z1/nTP/8WeWFpNAOmY4PRMa6KCEMXbTKkkmRp2UNWSrK8ssyLLzzHjVufMhxMybLPRGuSuECpElJlNFTCkFApcpPiBQpTxLjKo98fcOfWTay1JKlGZ9CP+089y09NqFkypV4J2cxm9HszLl1uMhinCCZo4+GIBF149PoPWahf+FvrILlI9NxmJE4SlOPN+3waI+VjYPdsNuTjO7dZ8BS3Pv64VNuxpQUGjk+GIEmT8qpvLVmWk/bLA3QMa/SFIP0FKTYGyE3pYPmT4T2Gf883mk8wZZjf5wqJsBadpighCRyHbC604cxtKxylUErh+T6TSYqVgqhSIUsytDZIKJMf4LnuY3V3xzFIU261PSsoQq8ElLsKHIUT+jjG4vgukfLwPRftCLwsAwpcyh6dpOSuO3ZO75yrMilHon0HR+vyZ4FEGzJdDvO8qkvYH2HwEcpBWogcydlOndAKxhpGhWSWOTiAmI3xhUBby86Nd1CDIWkyw1rDxSuX6WYu9x5sMhlOaDZqnO3U+fILF7mrFrjfG1Mv+ixNB+xNEwJdIH5BDpKYN3mELVAmperr+e0EO28VSJsibY7gs9c1uGgRcNxKOH5sfsSeaBt8Fl/cZnjycbd8BZsBliwxDA83sDohaC6jwiUilWGTMd29TQpjGfQ2SSZH1NtnOXPhGQ53t+gsrbG785DNfhddlO2Bj25+xNkzJ6hHFe7dvwN4tNsrXH5mhclom25/wGQypiFydgeHNJqL1BsNbt28STwagphh8wmO0lg063duUWk0KeKYSCzQPTqi3XRoVgI24wmra2ukiaXiO9y5d4/hdI+11QWaQY3Ir3L31qeEQYTnWqZJwfXrN1hd7FCt19je3GJ5dYXiow/RecKnn75H1ZXIegfHyYCULBPoIqXZaDGZ9bBWE0UexgqwiuWFKkUyxjOSMFIIYXFcSRqXx1rNxW5OnlxiOJogXcGLL11FWkWt7hCPUqrNZR492ECMpwz6Ixxl+f3f/a2nnsOnJlTfmXHYvc5B74hKGKFUio5T8shn6vTJtMLzPZJEl/jQ44VxvA38FYnzCiEIXR/csgI+TkxWCPx6o7TLFYI0nnLKl8xmU5RQBEFUupqmKR+9+wFxkjCbxjiOQyElnoVpUeB4DlmaY/4alwQpBY6QyKKsxlzPocj1YxykFOAjHm/7v+jjbbTGCFCBD+MU6ToEoYczGZfDH0BnGa4b4WgIgzlt11oc10WarBwsYcEK/OOWi7U0A5+ZC/3hCCf0CV2HcZ4jrEAqWW4d3bLdoIHcmbN5hCBHkFK2QIQUCCRZXjxO3pUwIPBdVJwiZikFFqUEkeugHI+JLsh1jrCWheUFNg76RBLOt1sk+328RgW7e4AsCnxfYM2cX+2B63icv/ISqvVtQpshTYHSMS9dfZ4Lq01eP9liqaoIhhNu3TvAP6F4SRyRDI5I45xqo0KjtUCi9c8E4P+sUBIW2zWgwAhnnkjT+VpzsMg53RUUJXrACHeebOfKZYjHibacux9/xOy85SARtkBgMMJB2ZJWi4owOkc5DtJKHKVI4yG94YjVtZPUIo9eb52ZzhkcHZCmmiIvsDZlOh0QZzc5deo1onqH9ft38PyA/YM+9ahawskKF2mbGBHhyRHj8SEjYbn1ySG9/oB6fYla1XLQvUW9tsJ4uMd4dMRkdIhnFaMsZ+9wi3ptgShqoZRi/d5NarUOSrlMJjOCIGN79zbVSpNKtUZYdRH3NNeunkKT4KkaDx4dcjQ2CFWgccgPDlg9sUatGjFLM6KwSq/XY2NjgzCsYGzI9n6XerVBrz8qnQCkwPNK+xpkQlFAEhtElCGVwNicO/ceonXBaDjDWIsflDx933fQWlOrhVgyalUP4ThcPHOWV156mdFgyieffMS9OxssrAx4+eWrfPtbb2GEZWX1BNu7vaeuoacm1LsbN3CE5Py5CoHXYJT0qDV8TjXWeDTaIy8KHGtoVjtfKCf2tx0KQV1nOMaigGlacLC7z2Q8ZP3ePSI/QBaG3Bo2t7dxHIeoWqPqOpDkKCAQDtaB4gsEKVxXPZaGexJSVYbAcdVjIRchBF7gksfZ48cl5bTR9z0QkKXFY/3J8ifAzMUzhJJYbZHW4s1hSFBuq10EMnBRmcQREkcIHEeh03nViMAVAhdQfgnCFtZipSi1CYRAz1KMBDm3o5BSYvMcTymUFVSVIjEaWQlJ0pT5hRyrDcZoeIINJ63FT/IyMbslYUFZS8NVpH6ALyxH3T5SgBKlnkOzXaHZiFiueEy7fQKvFELW2mCtxpocIQNy4fBg4y6eETBLyeIZs0nMWrbL7rTPsL3EjUnBtbzPokrRj0bMLGgNQaggSWi64C2fZTKbstsbIGzMXy/K4dTnzrYtfupyK9Ao+wWMPlFC9UAgbTpPxgppM6SdIKxGYCjwGXb38St1pDkoWXdunWzcpdZZQwrBqRMnyNIh3Z2YeNrl4PCIJB1gaaCUw2isCYMzKKG5e+8WBwcHWDym0xjHrZDMUjJSAi/k+kc3OXdmDeVolpZbZGnMoD9lOBrQ7w2IIsE47iEdhUx9MqNQ1kWFHpPeFo3mCsqp0O3H6DzGEnBvfQvfc1ldXSKNU06sLbJ08gJ3b92kXquydzjm1KnzLC426Pf71JotVk6cYHd3C6UU7VaF7tGg1PpwQ4o8YzwrmBaG3/3tv8Pmo0fs9obs7WxhtCU3Ga4nkBKUEqRJges6JHFKnhv0vLMj5RTPUShH4khYO7lCnsUkSUrDq1Ct1JnOjhhOhjQaimrFZTTYoLefsN87RPiC5eWAr339N/nww1sMxwOO+j2WF9tPXTlPTajTiWFloUKzYkjTGWCoVyzd7BFWWBrVZZQSWJVSDO8StM5iVP0XBj//MpGmM8ZZwjSJsbqc6D1cX+fhg/WSxQXks3J7jxC4yiGMIoqwirI5pAXS9X6mOIQQomSKzd0wvyh0obFC480ny1Z/0ThLPDZJ+6nnP3HbCT2cJC/ZL3xW3UshUI7zWNrdSLCqHEwZRyFS8VPqSo5SCKWIpEIJCByBDCp41pKMJniug+O45KZEDdjCUFjAcaDIqTfrJHFc3nf8t+blNpQ5qkIWGjc3mFyjAEfnWKVwspRms4lWY1KhCJXEl6KEKhWaqBZw8LDAiyJSVLlF831Ecwldr3Py+RdxKi0WO3VWPct/+XvfoNGpoJ0Qu7bAcyLF6W7S3R2jGi4mTaFapfBrOO0lFk+dg6hDlo6py4I8svSePpj9FYfFMRPsY3SBQJl4XvGWPdJChJQX3IzFhSZHB3tUW4uMj7aJOnWKdEgeVzB5ytajOySzIcppIvSEwXBInA4p8j6V6iLSq9KoR/T7PRqNKu/++H18VeFgPKVeb/D6V15j/6DLbNil1XLxKwXNqmRzZ53VtTUqzhJppnDrVQrdo+W1GAyGFDrAkZrx1OKOHFqNkzx49JDFBUEtqBIr0GmB5wcYbQiDkKXFClYndDd+xIl6i3dv3KTerBGFDnvb+zza3iUKXKq16typtGB7d4tqtUq/X7C42OHkqTOsnoy5e+8Wl565iOd4/OitP2KYxvi+wvc9jLEURYbvlygTa0u5wzwHKS3GgOcrTAFKQbXaKBWznAwwJIkmDAsshjQt2NtNqVV2qDVyHu31OOx26XQqVALN+v0bpFmKEBatU9bXN5569p+aUFutKnlhuXl7SL0T4foOmcrpBC0aUYV26wUebN/hsP+IOH5I9ugDls/+JtHCmV/Z8vyiMFj29zY4Gg0Z9PtoSrjTaDTG9Vxqro/vh4iirDKktaUvuR8SFBk6yfCsxQWGP1FheJRDHitKjOYXKa+XCa9EFwilEPNKVCo1Vxv6/M8XhS6T7xe8j+PXqwAza6j+hNFa+boSv1YlzDJ0kuNHIXmWUcif4GRbi05zBCGhEkjXw1EKozykNQRS0ahWSnsYKXCiiGmSkukErxKijCGLM2z++WMSOC65/gnSQ54hkhThKApK8RyMYWm5TaJhVi3ViLzIJ3cUwq1ghWXWj/GFwC9nXnjSErWrLJ05x7MvPc+JVoRrUu6eWmCtFTFqrrB3dMCFzhGd/h3y/X2GGZjZDNFsYIII78Q56hdfpL1wEllZoJL3SSZTeu/+JesoGhdee+p6+tsIgSm/bNlbFeh5W0AgybFFAtJjPNglnh5gyBh0N+j3HhJnGafDFtPBEdXGClorRqMx1TDAmojJKGYaz1Ai5pnLLUajlMFgxsOtAS++8iWUiKnsJ1y88iLD/YfUfUNjZZHhZIuVxZPEcR9XKQ72dlhdukhYWSCNJxz1c+LZkGp1kTRJ2djuIjyH0+efY3t/k4XFNbCam7dv44cBuYF2q4ktMgpt2DsYMOofcrQ34uxFw7VrV9jf2Wc0GTGezPBcl+2DI778ta8S9neYTWPGk5RKLeLkiVWkEty+dYfuYY/VU2v88M03ebh5gB8FnOw0SfOE0eSINAbPhzzPELhYUa5N33GZzGKUI6lUKgz6IwptSbOEtD/FcSx+oGgHDbDQbETowqHTrtM9HJDFPR5uH2CMZTzKuP7pIb2jdYwtOH92mdUTFYr856hzPe3By2cW+Xj9IZWG4uzaWR7t7TKbxgSOxkOwu3+DwhyBkmTZAu0TX8KvLf3KFuXPCiEgL3Jco0EXjyti5aiyhyIlozCiMRsjKZNtnGUQJwR5Tm40Iaqk1qoSz6kcRVqU78tyXBDOD95PHEMhyy2zUhKrdTk0koqkKPB8lyzO8Z5MdAI838UYQ/ZEa0Ei5kwjkNZg8gLlOzhSPv6dUgik0VhdlErkvk+SpaAN6idMa497y7pkFOAKkIVBFglSusRxQh6nDPMCB0NWaEycYrKM6UG3hGFNZijlIJUDRYFQEuV5kB5PyQ2u0DQdyWSxyWA4gWFJD8zynEF/ghf4LFYjrGsIppPS43w6IVhqM945RFaj0gkizSiQFJ5Hs1MneXSf7saY86cW+L1rZ3m0vsdyUNBaCJhubDDe66J8FxkEWM8jEwH++bPUn/sa1aWLSK+GN9lm5/qbDA53uN3fwe2s0ZgfH20ESj79A/E3jbLpVN4ywpuTByTpuM9kuEdUX6TaXMYgCV2H/f1HtBaWODzYxHXqxMmIo8E2kYDYuOxtvIvWLkFlEeWE9I8e8XA44NHWDpcunqfVqtHuVOn3MxyvxoUL5ymsZDyakswMbjbAzcc4tuDBo22WlpdoNU6xsz9kONrDdQqm0yGtpmHz0V2EjAnDKkXh8+DhPkuLbaqtTqmlkAw4VXEZFxkyiHj2+Wdo1ALe/P57RCdOMer3uPXpLYy0VOsNmosL3Lz9gL1un067SRLH7HV3yRNDJfKZDPrEswHDo4Qg8jEaZvGYJIvZ3OxxuLuP75f4z+ksRjgwiccUeYadz4CTuDyPlVpBkYE1lvF0Nrelgf7RZD5bseR5TpZpwkgBBcJPqTdCRiOLtTN2dnMmkxmDQUJZUuVoIxiMuiSJZaHTRkiPo/6AyfTpVttPB89ZQ2fBwxQC1znB6oIhTywV7wzj2QFJOqJSWSaqncW1DlFURflP96H5VUQ2m5GlpcBykeegNUqWajJKSWJTIIwulYcoJ+baavJ0hivU48qwtL8oK0JrLZoS8iQtmHkFaoz5qYRatgA01i05+lBiYt3jmdBP/L1KybnI8E/3mcup+GffSyGRj8m25X9qfp8jJV7kY3TZXkh/oprNdMkI8R2HLC0YT4aoLGew26W60EAqlySJkQgaC03CwuAiUc0avuOQpzm6XcUYMLP5PlkIhPOZBF5FwrMnVvjR7h7p3gRZaBrNBjpP8aQsrYPT8oJkipxDbci1xqazEle7vEjRaZPuHGDSlHiccu1im2nTw5cuzupVHhiX5OATwnRKrbfPcHsP47gIpVBRgGouoNcWUUsrdK68TtBcoBjtIDZ+xP7d97k/OETLGvUEiidaoX87qfT4yHxWwR9DtJRNCCo1hoMjZqMRflglnkwYaEuaxqRpSq3e5nDnXY5GQ/r9jNzGtBuX6B3dZjJO8fw29dYa23uH5FnMteeexXdLc7u7d3c4f7aDlBnCqSKNxg2rOI7mWqfKcBbTXl4lqrcYHh2SJDOy1FIJKkziA1r1M4yGs9IpNZM4siBOMp555hkO9vep1ercun2TWj1kY2ePwTjlG7/+dfpHXRwBS2t1+oM+63cecPLUCspX5IVFOoqz589z0O3y3ofXWVpcplVdZPGZJfJkhuN6JLHHvQcb+H7A668+g+clVKptDg8mdCdjxtdv0mrWadTrXL16ie+98QaFSR/z0LNUI5VgNrFIqRCy1KbwfZ9qLULrmPE4Rxclv78oCopCYIygEjnEs4KDvRF+4HL27CpZfoiQlmF/TL0egZUY41CtOISeh1KC8TjHVT/9GX4ynppQ43SEL1vsdLtMj9apVyKybEpUT8gThec0aVQv4rfOkMUThF/HFBnS+dvQTP8spnnCZDqjGB5BklJzXGJpmaY5Ra5xpUAOuhRCzdsBJVBeSYU1pViKnQ9ZXKHIMSWb4okeaIlZK7fvXyQCY4wlnSWYsOxXztL0sbiwN39+qDziohxSOa7E5pbjkZUFcuZ2xsf3GVPCvJ4IIQVZmmBHkE2mzA4NtVYNawqcOV22AFzAU0653nSB77oEvs+pM2t4ysHLM7QweGuL5MMYJQVZnuGYnDwzZGmBlxVorTGeolGvMpnMysSdlAwwKQTS96l4HiqXZUWdaRpKIvIclwKviFFBG10A0kOJ0hFhrD2spwjPLPPCiy/znW+/RdHrowKHaiMgby2Qq4A4M0T7N/F724ymGbFTkAdVvNBl6oSok2eonjzD6tIVVk5cxhYZ6fbH9H/wp/TjHnHQxpkqrJ+TeVVM0GR7t0+uC06f+NvVndB5TlEU+GFIPB7iV2oIAfVWvbzADYbs7ewSzw5Y6FR5dH8fTcbRKMXoJWp1wc7uOpkvaLVO0GpoJlNLMptRq9epRctY4ZEVWekfn2TcuLWF60KztYJUDiura0wTi9WaUW+fUS/ADVx8v8rtmx9QDRvcG3V57pmLKCcgCGvs7h/RajQZjyb0+ykrSymrS3XGM4OjAsZTgxIVGvWAd3/8CQdHD3j1xWuYRLKy1kHrnNWVZYaDPkVccOfOPa49e4XxaMLq6gmWFxb56MZNprMpQeQjgyphEFCrV3nppZe4+enHnLtUZ7R1RCWq0whCDgdjjvoDrj5zmVu37lOphBTakJmYNNHlOjUCXRikMujC4Acu1ZqDJcFxFK5boIu5bY2SZIkmrLjMpinD4QzXdajX6zx6tMmZ822krpKnBkuBMZrLF88y6h4hXMFwNCBNZ4TVp3uVPTWhKmERIscW4LV6iJlhLawwzXbJ9JSm38RRlv7+A8aFQB4eEoQRndMXcYRC/U2YUxZyq7FFgpUK3/lpD5dJGrN+8yajwy0Yl7z5yAsI3OAxs0TY0uDWyBLrqYTAm0/sXamQvouQFlPk+MohzwvME+1P/YUDps+HnFen0locbTCeU+JD541NR0nILWkyL5O+CN9q9Bff//h4WKqOQ24gcH1kIBFGIKTC8SRqBs5cFSspcuq+T9tX6CDk1iimyAvkvP9ptcEWJTffTqZkokzipigTZnbsmZQJPMfBm2Nnh7MYl7KlkBcFRVZwamWBTw8G5ZjKc9G2QqF8QselGhoKrSBo4y20+fWVVa5ELo2VRf7O4irT9duM1+9RKXKslhykHq7j4056VHfuk4ymzLpjjFF4oYcTROiohbd8ltqV12l2TqAcHzF4xOj6XzG8d53+Ycy000IIwbQeYEw5jNudTBhODhE4LC4tI4DANcS5pOL9atXSBr0uaQFrJ0OsLtCFxnMV2XRA1Fwms1VOnDTsbu8yi2Ncf4XDrVsUuSDPDIWdsLxwisKM+fjTGFNk1MIaRZYymMxoPXeFg0Gf1YU6yXTGqTOrbO0d4qBYWDmFw4BkeoARFa5ce569v/xzhFtWpJictdVV1h/u4fkhWoa0Oit0Wg02t/cYjkdUqg3Onw0pgMODGWcunCMIPCr1FqPuEZ9+/Cn1VpMLZ65Sq65RqWjSJKNVq5HGGcJAnM64dP4ske9w/sIZXCeg3aqy1lug2xuR25xlY0jTjIsXTrO/t8nKcodhv0CqEGs0CysLNJZXeebq82w9Wufw3g2KvGA2TSkKO1dGK5XnjlXhrJR4nouUiskkp1r1EDItVbaUZTbNS0SJkSSzjGrFL3v68RhHOfR7UybjLtY6pXyk5zAY7TPLNd3dI1xPEAQ+jJ+u//B0+b4iRNiExBT4iWU1SHDinOwoZmEhoOW0+NH7n6LDCv0MlMn4ynMv4TKv7gSP6V3WGtA5QrrlNAKwRU48OkQJgxASr9rBCoWZDkmHG7hOCIsXQHmPrVRyq+mNhuQ6Y/+gT1hIakKSOoKwEnFidZH9vR6dVpP9wYB6vcZkPMH3/VK0WgicvMAxltyCIySeclEiI2c+eZ9jPaEcUB0jDH8y1BOVq4RSNOS43rSW3JSDKF9JfOUwSsv+iwAc18EXkgjDQujjuk7Zj3z8uywSMYdVlerzWZaDcnCFAVUq1TcqFWyaIq0Aq3GtZrHVIKwEvHH3EUZDkud482NeYDFSlTRbbcjzHGx5/B2lkEqipZhLt0mMklTCKrnWTIzB15pQaTqNkLVmlWYl4PSz56hEDktC47oB6TilWFliMIvxlMu0vUz3k/eJrlzBZIpuIZjmuqzQ85QFO8FsfEg+GTLeG+BGAcYLiMcZD02M9l2WTz/DqRd+CyUFMpuR3/4+WzffJ85igjwn04aZK6lkU7LZCOu0OdIxn84svXTIi5dfYJxIaoGh0OIXTqZGOIBE2gwhPR5tPuLE6gpCKuwcq6qLHKkc6kunsemA2dE2xfSI4eAA1/VQYRvPb+BaQ3cokM5pAlewd9BlPNHUqh0Oj7aoVjWTaUJ3LyGs+nS7Mb3egCj0UMpj/cEGcZKTTAZMJ1PqjRqVWo0oqNIfHNIIJIWO8QOXSf+Q17/+Oge7O+xsb5PlmodbexwedllZW+Phg4cMjwY02g2EMYyGU06eOMfmgw0qvs+J85fZP9xhZaHKZNqjGvlM4ileJeLaxUu4roNXPcWnH/4AW+SElQZbBz22Hm5x4ewJPr19k87CEpfOnub23S47ewesrKxx1OtR6JzVxQ71Wp3vfu+7NNstqlHE+fNN8twnqETU6i0oYmajEaFXY7u3hUXOiRMWx5EYKVBKkGclJjdLEywZWWrIAoPjCnQBxoAfuGRp2RZ48fll9g8nDEYpp06fwBMpd9cPsEgct+DsuQUODoYUpiDXBb7nk2Yx2AzCpxeJT02oqRkSqjpffvYsCMFwY5/ArbEaLtM6vcBRusPymkVIQ6NYwWQuRbKB7iYYp0JUbTATERaX/cMtsv4+jdYyjdYSWZawt71Bb38bITRSCpaXl8itx2Q0IFSGasVDa41bXcCGtdL3Wxu6u9soDZ6n0GlBaiyudhmOxviux3gyxW+3yIyls9QmyTM6a4v0jwYoR6GMpBiNQQhqXgCOotNokAQZMstpYEmzjBxbUkjnUmk/qUiVPwbxC3ypGMU5eg4tsoAoSuyiBoontvIWKPKCVAiMozjXqaMDl7ub+yU2FUthIXRKu5eZtmALdFGgtWGKBVOUwg+eV3qGK8VMwFQqNIaTay061ZC9ownOnE2WOxaZzyfQrofr+tRlhOe5OKFHVA2pKId2LaBaDXEMOAs1HMfDTFLSJOfe+x8zsgYnL7j2a69x/b3rnF05xac3b7Erck68/hpbh3e41FqmtihptNu8+8Y7xNOcVxwXZ7nJcHeLdhrPLXY0ve0eOs3wZYEbOBTKQ4aC3Tim2V7ita/9IUtnX8cUGYMbf8X4ozeYjsfkyqOotZgYH+1bXC/k/sGMqd8hdOs8zCJMs03304/ZcO6y2FqgEXrEeen95Dvmqcr1pcZKgdWa8XRKpVbnR2++xW//7m8RVetk8RFFlpHMBtQ7a8zGO0x6dxiPNvGjE3heHdfpkA4O6WczptMxve4eRgQMM81kOmVz+wFCZXhOhC4qHHTHKOFQ8yKeeeY0P37nHdxGnajis7K0xP2NbbS2nDq5iue6NNtNsjQlnU15/+YDVk+cxvMn9Pff4cKlC1SrAc3OAt/9qzdpNyosdTo061X8MOLyi6+x0F7kk/fe5Neef5a9/QHnL59jd/+AqN6kt/uA733vFs12GxdDs93BIIjjnHqtSjw8oNHwcJ2Q/cNDLp09xZdfPM90kvFi4yU+fP99PvzoFrNM8/y1i5w+eZJZ/4B7j3aY5ZZ4sE6j0cFRDsYM2D9QLK+0Gfce0qjW8PyC56+d4979dSqViDgpm/NGCpQDFAJjSoeEsmgTxDONNWXvPEsN8xoK5fD/Je0/fizd8/RO7PN6e7wJH5mRke7m9bdsV1V3k+ymxQw5MxIhcqiBAC20EqSldtrqb9BmoI0WEgRqwB6adqxqV13+Vt1702eGj+P9693vp8XJagkYTc2AHcsIBBCIc873/Zrn+Ty0Ox6qJkhFTLNl0ul1AJub2wWO51CWGYalkEZgGRbLVUEUVmhahWnqgEKe/w91x/+zC2oa2kjPwLUFQkpadzsYVpPJfE6eVyTJjDKFr997wM8uLnAbNcrMY7m+RBCQRT5x7LOJdML1iixLWc7H1P06YRhQFCVlXqDoGY4lmYxT8sJE0QziKsSpqaw3M6y8jqq0SSuLz3/1BZ6jQxVgmDq4CnoGcRyjmDrJfIljWaxvh2hCMju/JS8KlpM5UtPIowzXNMnjFCkF9f0WSV5SdywqQ+Xm7Jq7J8eMZjNsTUdRdeIwRNM1iqJECkFWlZRSILNtwSyFQFdVqq3oFfluc/5rkUBZVv8D5MqvC7OiKGRqjqnbqKZJqmn4mkYmSkqgqEpEvH0RK7l9PuuqiqEZCFVSahrindJBFwJTVcmCGD1M6bbrWHs7NKSkXXdx2jXKvMRSoO27lJWGKFNE0yPNS65fX+EYBo8/+QZ/8h/+PSLO+d4//8/4y7/4MS+evuL3fuszpGZAkaBoAqNM0GsuwWLJztEuTpbQmozonxywm05RFJ3FZMLdbESyY7F4/pw9S3BsqZyJAt20UKsSpSowNIm322Uagel5eEf3+d7uHVo7JziqJJldk3/5pwSvfkES5sQpaAdNpAa6Y5BbLV6kdZw7D7GKisvL1zx8/wnPJysaWcKXf/EfWY2G/Nbf+T32d/fZpAJLB0sHQ/v1g1ESZhqaKrdsBGULdAlnIzabMfHKxzUzBjdv6e/dZTV5hap6OF6LszevaTY8oqIgFYL1aoQqJ/Q6Jc32HlJVWaxXzGYhZbVhvQ7Jsphuc5fFaoKiuyQplBWkRcxkrqKqDqZhgioJNjGOGdBu1rBtm3rDZTYY4/sq/d4uqu4gVRhOxlTLmJrfRFUlWV4yGgxpeA7NnR2i61vOL2/57X/4X3L33gPiTUBZCl6/ucJ1Pb757e/wp3/4R/zB/+v/yXsPT/jGt75Gq7vDH/6HP8TQNdKs4Cc//5xvfvsJx7sdlhsPFMHB7hHPX13y6Scfols6F2+v+PTTj3nx5pxOWbLZxDz98hmT4ZRH759iWjr9kxNePP2Sg902b16OuP+wxe6eQr/X5XYwptVpYusVv//7f4f/+P2/oKoWBGmynaxy+TeoTtjiJMvyHURI335f07avoe2oqKqO4zikacabN+utFlsryIuYmuezWefEWYJhakghaDRtqipD1UBUCmma0+o45L/5yP+bC+pgsqa7k1Nz6qzigKblocg1O50uZ7cDbKviTrPDPJ3Taa6RukEQrTHzFKE6lJVKEM2ZTxXK1EAzVPJswywrmE+XeLaJ7TmoqoWQBRIV17ZwGl0W44IyNUjLCbar8NUX5zx7McI0NXZ22hQi2u7/1ArVdtAUiaEJFAEiTsnTBNt2KLIURUrSokC3HTJZUQURalFgaBpBGFNUFXGWUkpBWZWkZUmWZjR6NfRmk/gq4/7DE0Y3IxQUvE6b0e0QX5UomxRNVXBMk77hI5DoRYWTlVu+KIK0LJFCbneXv7ai/lripOsY0qGlOxx2m+/0pQrC1KlUFRUVUzcwbOPdvkijU3eoWRa6beJrCk1HA9Oh0A3e/uwpMs9RpeSfvH+HoWHy4qszHMvB9lt8/999n8rQ+If/9T/n3/3BH7KZzvnsd7+DUla8vphgeg5emCIaLfqHPvFoxjf2OjywHyOTGDdPEaXk2FMoVhv+3m6T4PYaTdM46ddIKPHjEau1TkXMbFVClnPQ7bF3sk93p86b4ZiCrTlBUyR2zSFQLVLdZO/rHxO1H9Lr7eGkU6IqI33zK5Y/+7N3VCVBJSRlzaRUS1ayzQaLITb7997noF2jwsRrdfnLH/wHNosFi8EtmqaxWczI45i0qMiykFSx8B19q0ioShA5lWIjVQNDlXhmxXx4i6GUgOTq5hc02zHr9TlxfIVOgWUek+cj4miKKFTCtEStaphaSJrlpMkNg+ECy2hzcHTCL376KyopeHjvHsuFxHZchBRMpmtMy4QqJ8szqk1Jw6+zilOCNON3vvM1fvzTL9BUhYOjXY7uHLFaLbm93XB7u0ZUFVmVMlssUKSFoUmev77FUDQW0xmz9YaXZze8/+Qe3/3u11AslZ/+4N9Sr/k8efIeimaxmF9x9vIpSZ5vHUamxXox4/zsnHi9oWL7/m23mjw6fcT48hmtVofl8oZm+5DeTsztzTW/8zvfYhXGXFxd4loGN9MZjZqD4zXZPzmg3+8zmiwpyhWPHj+g0/Txajq+12Q0XuJ6PtUiYLWYstNvM5uOeHj/lOHA5VdfPqd651r8/9XNaLr2zs2oIFWJYZgoyvbCryhbrdVksvibI5UQOZZeYLiQ5DGFzLAdjaqEMCwoComh21vcZFqgKNv1gWH8LXao+btu7GKyJokShmJDo23jGis6DZvVGkIrYRUu8XSHMotp2FDKiqKUdEwT2ZAsFmMU1acqHVBLwmBJlGTkeYpbhLhujVJXUbUUqhItipGqwuV1iKJWlEUEqouQEk0z8FyHdeCjqhmYCpF8xyGVkCugoSF0HaFWGJ5HUW6vdlIIdLauH/0d4bxcrVENk7IsUFGoqzrBYIytaaSbCIIYnYrJZP5OQyoxhKTKUox+hzQpUCuBVfMwVLD7XVbTGb5jkhfQTWNqjku4DtB0jbgsUSpJXuYo+ZbQVJJiUePOQRddkRw8uYParOFrJmZZ4QoVlALT9wgth+Xrc/bee8h8vmR1dsvht36PP/zjP+Hu4S5Ow8fUKlQEaveAz98OuFnGXJlr3u/3cfb7mLpOtFzywZ09tA9OaGQxHUXjs2+8RyUq8ptf8T2rYJlGcLYkzQRFuGYVplTZdudqaRI7L9F9h/3TU8hLfE1BrEJaB3sMiopspXPnnouiaRz0a2TLBT/58ilKDpgGApVRrOG7Tar9u5xHMz7YfZ9mrYlheWTzW5af/ynl5VOiXKWMUiLPRpoqnrQYlZJBIVDru9w/eLDNUqpiBusVKCVPuh5fLkaY3RZxKTh98phsNSZttVisZuRJzOHRKcH0gsVkTKvVYv/0PTJpUghIkow02VCqGq9f/5JmvaLmOqyCOWGQcbhzwiZ+TddyyPM5CI88EVSFhu9LLF1FpAXSihjMZ7x++5I7JyfcXA/4/OlX5GFGUVbkRUle5himTc23KPItavDZs9dYmgZCcnG9tXp//Ml9TMPhxYtX6KpOnozZ2fE5qne5XEcISmSpE4dLensH/PCv/5pOo8Wdo2MevF+nUbdBKkyuXpILjSgakyUpo8mYbqeFq2lQ5Ty4d8hwNEY3LS7OztA1m9lijmNbJOmUf/2v/w39fpPB9Rssy2S+FNxeDNk/7nJ2/oyH9/YYnldcXV5T8yWtnsvJSZssDVCUGKFUHB0e8csf/wweP0Q3HJbTFUEhcQwwdLAwefXqEtd1GVzdEoYbNG2Lnvz1HVfCu25UpSq3TBHDNCmrbYCm7zms11vIjsL22CzEdger6CqnJ/uEmwCZazR7FpcXS1RtC9n2PAND13G8inbToVYzCf42OtRmR1CWyTZrSKrECeSTDK+RkSgrOn4N3/aRSskmD6kbdaJ0SakV6IpFka8pi4o4ElS5oFaXzEOFKMywLY2jY4eDVptlGDBZjmk3u7iexmIWsFkUNGo11muDn74doqo6umltSUuFAtLG9RpURU5eRuSiAqmT5gWuaqL7KoqiU5SCTJEoCDQDcq3Y0qkSgXy3D9EsG8swkKL6m0wltRIkZUmj4dFwPWbDCSgKjuuyvL1hb7dO90DHu3+PbKVxfXlDXFaoixXhYkVtv0+ZxCiqgt1tsSlyTu7f4c3bGx7cO+Ti4pq6ppMNZySFik7Bg4bPst3h6c+/4ne/+W3+/E/+gobr8rXf/W3+2//rf8ujx484vt/kv//8Of/w6ITlMmaapHTDNbWWx3g6w9N1gnyr0ysmt3zkatx/eISoMmqTG3odjyLN4MVzmnmGtk4wFZe1JqhyBc0GR9HJMmiaklJR2W15pG2TZa4wGC3Iqu2buN72KX2ffLLCVBQGcU5RVlTLN2SOQ71dYz64ZDjO+Jlj0e3XcVxB6Drc/dY3qOkK3ukJ+dEhbu+QvXqTWr2LiDcE3/+/E148JSxUzEogpYowHSyhUbRbPA1gkjTYu/uQu3tNCqEgRMqbcUBNl/TXZ7xvrNk5rvFnF0swoAoXzIqEwXRErd4ir0qUMiFLE86ubihfPOPveQ7+zmNqNmiiYl6OCTNJsAYhMoTQWG7muK7LdLXEMBRu1lNMs0mYrHAtj3W5IIh0JrMNnWaPei0DFQ72D1DVFk+//IL1fAOGQRQnqIoGqEzHM8ZjqNV8ev42cVYxdIqi4u3ZW1zHZbZacXv1Btt1cBxBs2Wy3EQoVUaQRNzertBKn2ATMVluuLkcoJ8YJHFM2zJ5//Rr1LWMtFKZTCZYts+Ll684vnvEdDbnzesLBqMJWRRx/9FDarZOs9VmEyZ88MmHvHr2lN1+H9ty2evv0GztkoQLRrMN3/zOpwwGI168mPHkUY1CgV7PxlE8xsuIa3VEkedEqwlOfwfPdbh7espivmB4fYumqCRlSavTpNfrkcsK1dS5Hs5A08mKAtdz3llPK/R3XamqKhTF9nqxDRXd5mwpCoRRAkJHiHKrqVYAKanVLTbrjLOLAXFQ0GrWmc+3xgAhJHFU0ao71HyBbtkoaolvg/Y/wb39jT/16iaaUhGlJa5wMVUHzzFQnRgPhZtpwHFnhWbqdLw+umaxzFMcxQRlQyU0mpZLq6kgKLh/R+HLS5XVusKSYBoZi+SWbm+Pgl0uzgO6PZ3Xrxcc7HVJixUv3w5YLoPtQUhI7j/+XY6P9zmRkjirmA9ut+R4IEoS5mFAkZRs1nNICoQoMEwNxdDIZY6iSISikWklpqJtpReWxDAsqlxSRhGZLKkrBp998yMydU5vxyTY+LiqT5xINvOEg32TRA9xIpWr6xuC6RxpWkRhil0KNoPplv5kGKyH022EyPUII8/ZrDbkeY7SsjGViiqvtuoA32UUJwRFxXSZUqu5iDglGV7y6Wf3qOcF/XTD/+a7X0NdDjgxS8SeTfTjv+STmsEwyVgsFqjNOjVTMF5GJMkCU/HYCEGU5eioWLpBnFf0fJtcU3FUcxva5yionRrGKiXTJIqrc2TWCZIE29CptVU8rY6makSKBTKhjFWub+aYrkNiO9g9n8RoYNUbhI5B67OPODTrqI0DtGJJHI+49+h3MO0GZjjAVN4BUhSF5eSM8vYrFr/6CYvpCqPK0GyTyrDRdYVM6EybDd6EKu2dHZ4cfYSum8SVSpwuqXLYYcXO6hxxMwVV8p6r8fC9DgvDYhEIfjIeMFoFhO0dkqLkvFEnykpQdGpeg+uLSx5ZCtN4xXL2nKSYY5ome3suFxchrXqLWq1JmlXIQmFdrHE9lSCZ0fZbzJYBhmmSFRW9zg62lWHqEs9tczl4wWRYMZrMqNca5GmB6xgsZut3+tXtNd/3HGxTp+7YVIqGZWpIqSBzwWwakZeCju+wXK0ohKDX6fDyZoKmgm/tEMmco9N7XL29xq832AQB9aaDrau4KiyXG64vXzKfL1iMNzQ6TW5vh7RbDU5O79Gs+/zx93/I+vMv8D0bx9Zpt/vs95qYH37AfDIjjGNevL3m4f37tA6O2DvU+OKLF9iWg+fX+dnnX/H1z97jOrKQmoZb1wlnEXvHe8zmt9yte5y//oLlPEC3atTaPncOD/jxzz7n5vaWes3j+cunZIlkuV5xev+Uzz75kOvhkC9++RLLBim2ahwheEfeh1/nyinKNhXWMk32Dve5vLpCMytCIJMlBwcHhOE5wTpDCsk6CJFS0my7SCGIwpLBaMrhgcPxaZOb64Agloj/CS/Ubxb2byqErFitQWQB5bJCf2TjkuDYbcp5SImGJiCM5shKw1B0GnYL26ohqxJ0m36/BVIlK0DLKnxDwXdtan4N1Uwpqog4zNhsIjLF4HaVMrh9RlFlSKm+I+kreJbFzdOXhNfXOK6LbtuY9Tq7HZ9GvUmUl9iOv/XvliVhkbNJSuI4ZvL2FWQhZSlJ0oy4SKmynH63zcnp9vq3XJhcnA/RNwFCgjOb8ejjHQxPIbJSAgHXtzd8cNolEzmqbVGWEMoCxTSQ+hZ1p0kNJS8ohKBWSYqixNZU5mGCqevMLwboukYwWtIUvw7mgFYScFdV2P9gh+rVz2gJjVVVkX/5jGYSYciSxWgKukmZRfh+g6gst6i+NMCzFaKah6KqqIqkZWnEsk6uZ3iVxMcir6otlDdSMFs2TctHFzqj+ZJUrWjsV8Sqgpwp2H2byySlcAQaPrV9nd2DGog9goND9IZN1+vyaOcetuNiGRpSFoCGbjqoeUxDySjLEk3VyTOYLm+Y/PH/g1UQsp4MWMcKN+MFpWHQMyS//V6XZSogqSg1DbsEYVkszRpX6ES5zocfvUe72yMpVZZhQFhI1Kqgl19yvHyLLSpE2yAsNEQYolcFfpTjqTq9e3uMxCFasiYoVP5iFjJdBhw3TRbLDR8+7vFxco7UNV4ZNZ6FM46NOsI36X74PpPrEb1em5tNxJurG/r9LnmxRFMl42SDqmgoSoqi6Egl5M3lkk7Lou6XFIVkFSxoNRsslhGGbtCo+WRpxXoTUJQl8SZhNpowq7sUZYWiqBz1eqiKwtn1NQ/vn9Dp1Li8eYuheNw7fshksaDITQa3QwqhYds6ru3i+C5d32U2X3B8cMxmueL7/+HfkqYxH5/u8V7/PvFJyfViztuzAevlAM9vM1+skVJiWjpSwGqzodbu8fTpW2SW4Tc93FqDLI/J04wiS7Edh+9+91vEQcBoOueTTz5hPJ6iCB3fr2PaOkUnApnx8ck+qdR4ezYki2OOT1xm8ymbIKXTNVlNU87Pr/G9BoaWk+Upk+GIPM3Js+JdXtT/N5VZ0zT6/RaTyWIr+yskVakh1BxVCsbDIYYpyUuJ57moasLZ2xscR99moBUS33epRI6UFbWaTZzkaKg4nkOj5rK2UqbLElX7zXK731hQ93ptFkFJs2Zw+2bJg6M7xOYYqeqs0g011+PF+QLLqrBtA0VW5CnY++HWD1/mlEpCw6uhIQiSjFbTJgwzTEvF90vWcYBmtGk2fJ489hiO1+x369xGAZZiYVkmDU3dkop6baazBReDwTZNtBL4qo6CQNd0HM9B8x06nk+r3cRt1fBtl7qpoNQ9Dg7v0262MC0bRS1YrxaY9oooXWBYcHBkcXB8h7O3c+p1gdv0mA3W9A40DNvC1uHxx/s0GzZpGlAWJmle8e1vHpGsVCarmMuzIZphoOgaWlFSvvPlV6UAVSV/Z4f1ihJFbkfqX3NY40xyNZ5hmRq7dYdFlGPWPIw85rDmIwVYpskiTxCqTc2z0DSoShO/bJLrkkYjxDY0pCJRHYGgxPP6GHHBcr7Csy2koeDsuCS+xqDYEK5V4qKkv29yUGtz9OgjolCjt9sE06e+f4qm6ni2sXVLSZWmTJBSIETJ8vwZq1RBjWZEacb529dIURCsE6QQbGZLFuEaoW7/X1UuSS0dvQS16xDGKUZh4DVVkrSHIhQGfQNdqvRLm+v6DsO0wO8d8unpKaamEOUKyyilKFVqm1t2gufsGwVZkiN0UFSJr5ckTY84r4MaU1cL7DJARSPRJDNFwfIcnnS6NPSUbqNBpFpcrTPWckYR5Xxs9khkjfEs4Xp8hdW2ub1aYHT6iGLExfUZ9076zGYzVD2nTEuO+rvonoFtCRp1F7DQdYt+22E2q9jvH3N1PaTd7bFYLHHjmJ3D97AMlV/+4pfYukmr00chJ9zEpLJgvVyy0+miqDp37hyjqBV7Oz2W8xUyL8jSnMPjO5xfXKMoCs9evuboYBfL0Dk5ucsHHz7h9vKG1K6hZGt6x23QFObXY9bRmgcPj0iLlNFwQbgItgYV20DIiqySrBZrDFVSlIKG1kArUh4/fsLbV68YD0d8/On7BGcvabou15dXCFSOdvr85ItfMFtutbRxGqOrCq7usMwmfO+3vsPnP/kp682Gh/eP6LX7pNmUc2XD2ZsLkrwgLyrSLAAJw9EM33Wp12skSUoUxluSnKmyXge4rkWaFdTqDqq6vfwHmxKVCNPSiMMCz9+i3w1TRyIoiwLf8+l22yxXU3q9Bs1GG9NYcXM9JSsK0kTFtDSaDQ8hg//0gqppGroWUyQKnlRIxBiExEglu/0esRMzXUGRqqhS0m21uAmmCNXDtDossimbEAQLdtsuebWh3XZwXNgECXFSsl6ErDODuDCYz7cdZBAkaI6DVVUYWYkotjqwchOiFiVmJdCKrdi9oCIzVLSyZCMz1MWCoQDNNNEVga6ZCCEoNZXbV29xHZud/RZHJy65FERhRanENFQF1wwxujaNWgsht+uAVBdMlAzfALVMqfs6y/UaRa9YjWp0HI+eWVHcdYnO1K1Ivigpq4pCUdBVgXgXQSyqEtO20KVE5NvluGy6qPb2cqipCu22iVAkVd1DJFPc3RrpTYWiGdiGhazgYG+HqpAIV8NSY6pIMBgUxEJh78ExyeWAVHOJNYe8s0bxIKWPb71Hs2nTatgYhkXHamD1TnBrLQxNp8zXNJSKuu1thfzrFcvztyTjMaJKma/nzBYrlqM5RhazDktimRMFIWkpSUWBp0hUw8bxVdYyo6ZalFLj0irIRUarUNDFdheqqQp6miLjEikLqtRkrQoWiqRe2Uih86Xik+WS+w8f02m1KVBZZhbjxQJLFbSTGXc2LzBkymaeU29YSFECW/eRblR4DR/NKEgXKZYikOsco15jKl1ySyBVlfUi4cHxIX/4wy/4px+dUJcqalySOD6bTUxUZDTvPyRKJ5i2w/XNLftHhxhGiKBgNikJooCTo2M+fzbh5H4fJyuJ4xzPckgzgUpBlmR8+eVTkqRCKhpFGBOsQq6uxnR6HTrdLnmWs1gvuHeyg6UrOA0Du9bi9PCUZ69vub66Yh0t6PW6WKbBJpmgqLDX2ydNejRqNcJVSCFV3JrLwX6HYHlBs6Fx99Fj3r56zrO3ZxipTqaqpKFCZgrKCmbTgKqq0C2DUlQoSoGhGWwWC+qOxTwJaLV80gSe/vs/ZG+ny/sfnFJkGde3U7STIyyvxk9+/FPeNF0+/uiULMqod31W8whV05jezLHNjOXgBQ8e76AZCmmW8+ZigOeqjEZLZrOQvMyQqmDrPRGkcUqeF/h1C9NSqSqDSmw9OGVVkecFQkg2m/hddPuWx5FkJY1mg7KIWK8CNE1D1UpM3eLuQYvpesPp/VOuLzTqvkOVLUDNODz28XyX1WJNVZb4dsnZ9W9m6/7GglpUCSU5hwcnqDWVON8wymYUhcarr4YUVsn9k2Our8ec7O+SFtvu0tA0NuEATQdRVOiKzmg6B0PilC5lvk0fNHQLz/MIygpTdcmqisvbOYHQUVQNU5foGbhNF0NIMkC3DHJjG16mSIkpxFafqSiITCA1hVxX0BUJjople2h6xWYZslkssHUVv+syjRLm0xjH3grhk0hwfMenzAqWm4j1LMar1dE0Fc9wWS9y3JqLo+g0fYNNtqHZKbHqIFCpAQ/u1AnzQ0ajFWGpItIEvSoQqo4qBKIoMEqdTNlS8y3bwPT8rWlB1ZBU20AxaZJKkxIH1bLZ6Vssg4S5UDF9hbjnY5kaXlujEPu0Gy2OandwbAfPa9BsdWi4DgKFVbKhWcxwnBaabiGR5OGSVZRjbm4pX/yMdZGxmQ1ZBCnJZE4eR6yziNUqo7AlmziiKXWipCKreTSljlANcl1FDUI8V0GWOapiIBTI05KyElgulGVMlruYoYJve3iGYFWUqKYGWHi6R17MifUKv9Vn7jh0hUngdfhyEdHbOeCTh/dwXJdFpJAKlSDcYIuUo/GvaMgYGYZkhoGqa4SbDKvhbylgOkhRoQYrVE2ls18nTws0z+GvVyrDVKHfaLBZrTjqtilL+ODjj9jUdLJMZ9drcKusiNQCL7e53kxZx3OCRUaaJTheRr/bJw4s9vY0uiLGMhV8IbBMwXIWU1UW52cX3L/fxTJ8oiiikg5ew6PME6brJWm1db6JStBqtbcPGhU8VZKbAaq0+eT993jzdoxS5gwnAffvnXDvbp/Li7eUAxW/2eL5s7cYtsv51QBF1ak7Frv9XZI4Zb2+pd7oMB9eYSkl7z95H1PTmS9DbkYz1kG0dRKWEqGoNJseH3zwEbeDc1bTDUKTLJOARq1GEG5QCxVLE5RZymg85835FUlcMZos+dpnH3B6/G2kWjIdPSNel6hqF9Qc1TRo7pWkGSRFzPRmgW6bHB6f8g8/eI8Xz7/C96bohs4mCnFcC9OA9SpE1VTqdQ+/ZhGEKwxT5WjnkMHwll6rzc1wgqoK6nWXNM1BkVTlO8emgHrDJgii7cG2UGjWDWbLJabtMBoOqITg8maM5xiMpiG9vo+iSJbrHFWvqKqQVutv4eXPqgQdA5EOiVG5moeEecjVeYJla9w5aDAarUHTiOMZtqOQmSmi0lhkIS2rSbPp4WgltrM9bkSJgansMVnd4juwnEYIaaHb0OnAstgluB4iHItMN9ira5hA+k4srypb3F1RSWxbwas1eXzUAzVns0kYDpa8d7dDs66SlzrtrkeWJbx8rjEcLLA8j+dnV+zFLlGYstutcf+DBqUsOL+OMDSIE5WbYUE9XCFESZ4J7p/2GI4TWvdbJGWKZ3vEUqBpBkG8IgkS+jsNvv2tNrZ1H6E0yHOTJIO11FmvA5IgIElTFssFarDGNE0aDRv1xGMlBW2tg107pNQl3f4Bh7pHz3dxLBe9fYzneigq2LaNEBVaMsYzHCzTxXZr24dgmhIHG1YXA1Zxymbwls9ffoGdJWwqSZKsCTclm1zFUhLydcay0rF2NVRLpylhhUQZbSN7s8iiNBwSoYCts/FyjFBDUyqW1QZHVshMRddV5lKlrasIXZIKAb6CnpkIIGwpKHFKVGjomkksVFQEhchJuilKpFOpDplzyEtpEiUp73/wATVv2+EOFgVhklEpKmY8Ynf2mhMvIw5zFFOhLAskCmkiUO0cpELdNyiyLUdBCEGRQ6Q6XDt11modaxOQhgGNdheZLGnYGlK3WRWSZF0xdTTyKme6WJCuUt7ezrBck93eHfxajdnkkiyD6/OUJ0/uI6hvIccy5vomxLIlirQoS491UOCZIc16j/liDlWFhYMotkAcKSWbcI2qSRp+jVazxmS5ISttwmWAoy3Iy4STuwec34x4/vycR+895ujO+2TlLZPRgHarxeR2ysnxIaPZnFwqjCZTRJpxfPcYWZU8ff6KvZ0G2ipCExmmrfMv/ut/zo9/+CN+8P0fopsGoig5ffCAdstjufS4CAbUWm1EmbPeJPT6O6RxSqve4/z8gnK4YHenx4PTDge9FoohuDx/SZjnHB01efxkn1W4ZDYCy3DwPAfLEiymkkoKmr7kzcsbBpcLGu2Eu3c61P0af/T9v8J1LMI4wTR1bMdgZ6fPJlxTVTpxlDIY3KBpOoqmvouZB1EIVEWQpNWWDCdhtV4C2wjpX+tX8yojzwT9Zpsvv3wFChiGSiUa7O3s02w6jCYD7p+2GAxXJFnBw0c7/+kFNalS6rZLKUswPDotSTFX8V2dux2Pu45PVdO5GMUs9ZLT9j6JWqFQEq0k82CO13I46O1SFgWW6WHoDqNxTL1pcH19haK6SFFjv9Pm6LCgXt+wWepshIpraJgyp5IlhtAoUHAMg9NuF8W2efDhHs1WyWy5Qsfn/r0+q2OX4wMN3axBqZHrGxxclsuAJNX55OMmna6J6agEC0melaiajlIJbMshzxJ0RWO3t0tZzkkKia65XF0tEZS4RsW9owbrpESKnDhcEkYFfuEQVQmapZAVt+T5iJrWYK9zj3bnLq7j0e/1UB0Px3Mxs4C4kkTDV9h799DJkGXF9ywwy4SsdoimaESbBcV0gDJ5RpULwvWU8SZmHJQY+Zp0uaKsSoIkZBNCXkiqPGIebmhZJpplYrsa8SbDdepILaYoVJaqjp1q6KaLr0DN0La0hAry2ZpaXUFNC/QsQitMct8CTeJutgg0XdPxVYe0UyDWORgFwjcpIkllKvhVg5rM0B1IK4kMbUwbVHLmgUCMY/b2W1SGwo7dQT7ao3fnu7xKC+51m9y/X8e0LCynxiCQLJINrhDUNi/pTq8x0pR1qlFruqRxRZ5VeDUdIaAMEyzHRFQmaVLhuDoiS1kpPq/8A4aKT1MWOL4LtQbZ6Iq3v/olM0sjtUHPdYSjIWRBd0fFsmusihX7R3WSSKcqYyojY7EsmY2WzNYB7oVDs+OzCSPiOKLuN3nz/C3HdyocXef1qzH3Dntoqo2hOURRivQlJ/dOidKQbrtDGm5YRSF5kjFZh2yiGF1RGQ1mhEXGnTtdKkWlVW/w5vUFL56/pNdoEsYxOzs7WKbNw/dPMVWLj/2PSPKEpu9z9faa2/MBwrTZioA7nJ/dYJoVulQQqUGUJJzcP+Hh/VOklFxf3/KDv/gJx8d7mLaFQoXjefi+TRJnDIcTlss1VSkQwNF+n17Ppd1q8fbtGa/Pl5i2jW2pTG/eksQ5RVTS6DcJ4hhVM9k/6JCmFZuFZL6YklQl7WVGu91ltkhxDIP5PKCqBGVZYloWb99eblNI0xxFUbh3cszZ+TU3t2P29noE6xWqqaGVBtuU+W3eWZpWW2A8W3hSveFQVVCWCZPBCMNUcWyb+/cOeXt5iWl2uL4Z0mkrJHFMlhaUuUK77v6nF1RdmLS9fYQsybKQfdHGT1YIIVF1k3WlMr1ZUWpbQpFt+9hliChz6m2F3VadTZyyShbI0sUiotPV2NtzmKxiDNskWEj2druoUuPy/JrTkzb/5Hce8OOvpuipIMsUpFTfoZQlqq5i2RaupoKSYhrw/ukxQlSEWYZmKLjOdn1QkbJaJqiNim99rc/pqYeuKlh2ia5ViLpJ1zFZBiuajo5uaOyaPS6uNhhGQJErOHadKF8TphWnpx3UwqQVNknkiJsgp1VT2OubLNYxhahTU7Wt26oquF4OePp6ypuv/jt8DPZ8C8/18DpNul2fvXaT+3d3MetdFrc3KOtLxlHO5HLMZDEnLXWCMCZYbFBVgW0p5EUJsqSo1K30StGwdEFkumiOhQgFri7RFA0hBTXfIIsiSkOydmPqBaRFil6aJJrAKLfREbW6g6FvDbKmrrPKBWFh4lgWpWtSmSpVntIoTVRbJ5Iquq3gZBo1xUQHkkiiKyrECZkrGa8qskIQqxYrp0MeJdRLlamuE+UxnUYHu2+gGyaa2UeUKV9/eJ923UFXoNRdbtY5cZrjZwGNyUvuKEtkHhHqOnmlsJgluK5Kq+cRrBNUx0YrMpCCKNepN32KPCUxfV44J4zMFmWWoZkWbpkRL6YMzt5wczsh7js0bB+r56IbNjeDVyQDaHiCIEhp1DqoUmEyG5NGBWmo49QVbMdgttwQpylFkZFlObo0aTdarMOUNBE0vBbTYUxrp0YYxIznS45djTdXz/jo/U/otroM8gArt3n19jWNeodmq8NqNqOx06Zer/Hx3UcUWUrZ7zOaTKEUeHWdDzuHeL7Hm7Nzbm/GSCyyVNLveRiySbvfZ7oOKZKITq9BlgtGq5DdXp1mrweOzm9/91tk0wn/+v/9x6xkjmfXCVYbzssS13bwXIv79w/Z6++wCSNc3WAVbTh6uINpNah5LsPhjKuLKXkpUFVJv9tiOV8iM8EmTnF9m2S8YL7c0OrVWT5f4tsuO702hazodzusNnNubse06h6KplOWGaqmous63/rOt/jVz3/JdPIuKE+Bly/PqaTANHV2dnsYZopu6CynJbW2xXAcUeS/9vtv962e75LE2TaGXgiEUFAVgzhOGU1mZKlgPptRVCVJ4nE9WFCvW7z3uE2787cY+U3D4tX5JXFeceT5aJcx945a1B2dSaNCLHV6qkPhSUojBSlw1Raqk7PKBmDm7LTqFJqNik6WCSbzANvNt/IDaaKbBbPVFUL2EMJjOE6p1Uz+q9//lB/8+a9I5jq6FEhNRaPCdHTuPd7HdnQUK0UAaZYjpcTWK0pXJygVonWOgoqKh6IVRHm27TSWEWFcUCQlqgVI6Ps2aVmAUlKWGxrNghejAMuyUUSF0BTcqo6sNJYryefrMc5d2OvUqLSUTFjsdjtUVMziCWUGQqpYrkk8SBlEaxrC2XbJ+hTtXEXVTQxR8e2TDrvef0+8ClnrPusswVAktqbiWy5rkWF5LrqiUtQUxDJELSFPUwrNw9Qr0FXKuCRJK3zDIS9KqlyiOg5SSpy6RzpaIbGIfJ3SERRo5ChsTIlmuixcHdMokBWsK/ALi0a1te0ZYYaNQqSozFwFY7yk66lMFhKv0WJt63TKlCthIdsd2sqU0tgyGSzbpKOZ6GqbcLbCKFJ0qaELwWWl0ilqWEnJ8W6fKM3Zaflk0YZQaFyHEZ5u0F6d05pfoi+XZNY2UtxIc2x/W8zCRUQ2X6F4Hq5akUmoogjDF4yXktT3+NI54qay8dMUkcTUPZ/FesavfvErijTBa9Y4ebyDpuUMBis0UyEOVcIgZ6iM8W0LpWfz/OkFSZHhmx5uzSGKQjShU1Yl02lCWkbUaw5eo871aqtJtSwT2zIZrzcszt6gKCofffo+tzdnZBFcX9zw13/+E7Iq5f6dY37729/i6ctLJuMxxwf7dHstyrLgV8+f0mp3WF8N2dvfZXdvl5vBNbplYCk2JydHnF/Pefr0zdYMUeRUpUoZjCjSFM2xWW1iqlxSRAmyVSPPJhjKET//q//I/vEhn/3Ot/jjP/yPOD2L733vG5yf3xCFEb7rsgkjRDlBqQS7+23u+3tEcYQotwD0xTyiKAse3r/H5fWI9SokiBMe3LtLNy948+ocr12n1evwza9/xM1gRBQEzBYz4jShXtWJopzHjx5yO7im022SlQl5Kjg+PuTs9WuiOMKwDHTULefiXTGVUmF4eU1OjOP4JGlFGJao6jaWqCzKd5D37fFX07cYz7Lc2mnTJEci2QQhUghGkwWe71ItQ5JIcLBXZzgJ6Lb+FoDpVRhT8zukywXDZYpu2kwXG2JXw6t3mN8GPN7pMPEWTFdAKpFljEBiKzbhXGP3sEmi6UxnU4Joiefr7LonjDc5wlVpdrytMLcKIAmxnbsMrpcMB0Pe++CAaDXjq88vabh9Dk59gmBFkM8x6z5Ztn1zzEVOvW5QczxsrcZwsSALKjrdFrZnoRHhaIJFLFiuYqRUOeg3WayX3AYVxlGTdRTRbDbQ9ZROXePh4za3VzGGbqGrBkESU2UKlZEwSGM6KwNBB8PVSIqY8W3A7lGbutuh0CBeplSmglkrOD7cZX4zpzIEilQQQkfKikqVnK8iapaD5vl4msOcDCWBUiqkJkSKwNdBEQJlHaOpBdIAza1vdXi6TawWSM/BLrepRaGUxD2XmqFuQ/9UhaLnUG009Egh0kv0wqJIVRqlwDQqtKQiTBMQBWbNIY1LdFMj0F1CucGyoKp85tJhXUW07h8yHSZUu4cUho2rSaoow2x3SJIGQrepRME6K6DSEIqgsBw2aU6dgsrUGeQKaaryWyfH1Psn2IbGv/23P+DTjx9gmxptxaZ++WM66RzimEpWuIZDrqlbwtg7BxyKgvBqRKVGx3NR9ZTK3EpmFq1dvlT7XAcRnifIypzdbpvV2XPyYA5U+K0aVa1ksVojcslyvaSSFf3OMYqMMAyTxXLGl88uSJOEbneX8WLMcDHEtVuEQYTvu2RFxt5OD9c2mUxmpEUGirrN6aoqNMOkc3DE5as3bJZrXM+hVXO4vhqjmiqnh4+IgxWbTUy77iHrDmmRo25CcpFR6gpYDvPVmP3DfX7wZz/i27/1NQ56ProqCNcbdvot0vwUk4JKmnzx9BdEy5i9w0MeHR7wkx//gt7BLteDEZ5nURQWaTaivrvLfB0wmW6oVFgu1wyHU9IowTZNirTicjFCUw3arQaffXqPMJoQrQss3+Dy6oz3ntxlOk+4GU7ptGrs7XR4c5YQFQWtmovdqiHkNulXlJLRcIJtm8QxaLrNeLyi7hssF3OKsmAwmGw7SxVG4zGO65DGGbppbIFEmobtGORlhaZqjOcbHF9ltVqjKFCWAt3QkcVW9fFrVlwUpXi+RhxtYUeKpiKkQFEUgs22c9U0jSiMcV2Hsqy4vp5yetpmOIn/FgV1DoNgRL2hcDtIGTsxRqFgYLL56wWdjke33cQyDFzFBctDJSArJJNlxkG3TpCFjJcVlRBoqkHdMgiqhCSvsCwfW1Poth0mQYyp77IJFxzfrZPEMUm4pt40+Np37lDzXIQqUU2bZqtJ3dUYzmIW8w1oDq16D6GU2Pp21LXqBoqmUBQRpdJiMZ+zWiwoM8iKiiCL6LVNFN1DyIxOq7YlNuEjFYGq5fR7dfIMsqRiRs7tYM7j9/uomoOqSi4u5+zt1VmvA5TKpJ3kqEVKmVk4QY2lX3BxNmR6uwFFgKqgSQVHV9FVnTLPydMCXXOQhsQpM1oJaIqFlIK1EmIUGnOjolZKDK+OVBLitCTRBDXhURUVuW2SIrDykrppoKLg5TqGJamEigwqdF0lUQS6ruPFOhMtJLT20IsN9aJiIjSsRn9r2fN8RLOg1wxRlDs08giZBQRxge53KdKKTHfwLJgXCvU85KxUSAwTbRlQpDlCpFjqdl+lGso7DJ7AaLfYhDGhXuJaNnv7fS6SlPjVVxycPOLi4ozF4Iq/8+l9DrIZrTwgLjUEJk7dwPA18khQr1kkcYZRgkTBNFUsXTAbrFHyFKNZZ7lzyA9jl6wsabkeiZS0NJhevOaP//D7zKdzCiGpN3w6vRajUYitFyiaRRDErFdnuIbH3v4+Nf+A6+EtebH91IiqpOa3CTYxhrXFELb9Osic2SLFc10sU2e12dCo11mv1pimweD6Ck1XefX2As/SsXSThw+OmK0jlCrlgw8eMxovmEyXPHp0jyCOGYUxSZJgWBpVUfDw4X0Mx8Fxx7x69YbL15Ljw12kWtJpZPRbNpPphoYr+cbXv8YXP3lKf/+AXJHsHO1yeu8u7Xqdt+dv+fDj92k1bQzVAJHy5L1jHj3cxzR8fvnlBT/50c9JpcrOUYvCssjCDRKFi/M5O/0uSX7Fr372Jd/5rY/J0ojdXhdNAd0oabbqSEXw/OlTdnYOOL5zSLdZ44c/+pw//8u/5tHjR5y/fYNUDGzDpNWycU3J/vFd/u2/+1OKotwS3iSIskTTtrZQUW2LX63u4nsOt8MZlSi2UimpoSrlVk4lJJoGtqMTrgtgG2kkZYVhemhZhFJsI9l/bWf9tfW0qrYJxLqhYAqNUgiiWKW//z8E3v/PLqi1uoqlGth2G7QBO40W4zDk9m1K13fo7jVZZwVaUVHzPMoqZL5J2O/tc6ebY9sOpdIgE9dYTknD1TF0k5rtUDtosQhjVssFt+MZhu0wHA3Z6TYQlGAUuLpHlmdYlo5mmCBK7p+ckGQpUR7jeT5pXcV2THRDMhyMOL27lRENx0tadZsoKojjBePxht2ezuFhhyCKyYmIcpW6vSGKXCxLI8kky7jCMko8pyANUyphM5ytMG2LZn0LqU7jkjjKqUodKVRWK4ksQ3RdoOoarUaNL55esRxPyWSFqoJimMhSUCg5mtTIkoJSLyldh6EiiMIcX/cpj/YJ1xO0KqNeWWilRqhu45opK0qh00ChoVZolGwMla4oSMINsVkn02C6TrlTN3m6UilVHc8pcG2HxJbM3GOarCiFQla7hxmHYKjUpESxHJAQCZUiCTDDnDBbk+YFChqF1MnXMRg2T4cS1awRTZdsdA2p6eioqJqG5VoUaYbmujiOjWNZWJaBZVrYSKSuY+aS58NbFmFMsJzz4vVzpPYDrCLjssp5/8EOn+16yHlE3bVIs4okLzALBceQFHmJ45mIJKUMcwzVRLMMhC5ZqQ2+TGrE0iQ3LJqqIEsT2rrB5OaSn/7oxyiq4NHpLnGWcX47pihKXE/Q7NSJI5WdXpfNbE7Ndbm8vmEdrOg0O/R3mqxXq+2hpMjwHRfd0tFVye7+Lhdn17TaNd68vaK/28e2bbI8Zf+gz+14hqqoFGWFKhU6/R2sSnB+NkDVdby9Dj//xTOePD7Fr7k0Go1t7pJqYTs6hRSISmBYKlmyIQwChPSRnsH1ZIVtqWhGjfFswmK54uMPHmICDz98QJaluIZE10riMGI6n6NqGvPpnI53yOVkgmVk1OoGRSG3Xv1ug//d//afcz6cUPM8PMfidhLx0x/+FUmWst6sQK34+GufUK+30Cn5/IvnDEdznjw55eLihmAT4vt1er0mRVrw5VcvSYOIMM94+uVTNpuQXr9LHBSUZUFmm8irM3q9GoZhMhkvyfMtbGm9irf+/WLry4/TDBBUlcC2LbI8x7ZdknhNUVSApKpAJBLt1/lxUiJRiNYpopJY9nYnugWuvEusUJVtzpaUBEGEYeiUmeTmZoqg9p9eUNO4Ik0qNus5nYZBqm8BJPs7sHtYQ5YVmm3Q8G1mq5xRGqMZKuejG5Igode3adQ7uE7Afq9JIUoUoTAPMwytYLFaU6+5tBtb2LEuK9I8J4ozWrUuZe5gOQnjxRXzqUaaZni1Nb2ej2HqRGFMraZjmDpZEVPlKsNxSKelk0fbvKia75HEcxotiWNv9y5REDOcxjx84rJZVyRhwHhUUEqDNBGc3vNxXAWvaaCoNklSIWREXqYkqUWwKVB1lf5ODVFl6LrC0d19DEuCyBAyI1cjWrpFoWxFcFWlvDsGqRg2FO9SCrIoR6wtWqlO7iRYfpNqU6FToRgluVSIY8lSCqwsQTMEiVLi6ZJENJjrPe6pGYXfY97ZoZbHvM0uqe8YVLFDbjVpmiGqoaNWGrnfIYoU8jgkV2JuU0FVplgiJynWlAKqssRwLMaxQqlsRyDV0NF1HSTotkUB+I06nUYD07LxHYdaq4lpmtQtHSkUbM1gHWxI0og8T5kvIywV8rKg3fQ5OT5iE24YDMZMZhs8LcQEfMvkT/7jjzn+u+9xYhpoQmIYEl0RW/ZCWaKLClDJMHBrKnleEUQ5ZaPGL/QdzoRJXzUwigTbcdB0gZpcsBpdst9tolhAmeM0Mu6cPmB4u8LzLIIkwdDrXA2uafgNcrb5Ra6rsokXdLsnrMMQQ3eJ4oia51IWJZ1Ok2C94eGjI54+f8PuXv8dolElzxLQFN579IDbwZBhGFJrulv4ShijWiplXhKvQsbDCUmUEKQpm01MVqbMszW+aVGv17Atl0bdRsHl/skxhufy4sVX9Ho72JbL2/Mbao0Gx8d7/Pinv8KUKopj4zo6nfYd7h0cIzXY7daZ6ZJWd48Xb6+3d5J+m6pSMJ2U2WJMGBX84g+/pNGo8xeX1/jNNq7r8cnHH1KSYloQr1PmszFFFNHvNlitQj77+mcYasF8OqdRb9BsNxiNplubqijRXINu3WexnKMYKov5kk63RRgssfQefsPiSWufs/M1aZgyz8O/4QeLSrzLN4M8y3BtB8syaNVcgkShLLIt5lJVUBQVKcTfEKZqdRuUiqrUMKSKdE2qKiPLtvKq7e+9SzOWW6mdgopubFMCilywWfwtaFOXFwlJbOF50G6ZlKmg23bp7biUpcBzTHbaHRQRUdVhWoWoiiAKEhSrZL0OKOQtugJJVFGpCqPBCL/mousavuOjKBqmrWEqOsd39wjDHKkUaFrMX3/+Fd32Af39OjtOl8+fXZOnJcPRhizPaHhtKrlBIFksJ3ieS821URTJB48eEGYbZosFXs0hvA2ZFiWimrNcbgX0oxuoeQ3CzZzbccr7T/p8/vYW29TwHI8q11nOQ/JMQ9ULHMtlMipw3TqtloWu57Q7Bo2Wh6k5ZNWMotSRRc7RkYdwTQ6O20hXsNmUTC6mFHkFudh2ubpCTdNJg4w4S5FLga05JM3m1pGmVcxKi1q3iV1OaKkagWrSskw86YDhUdc8Jospep7iODZFHNCt+WSqTrPV4jwS3KxV8qqi0lSqYISOYD5Zkosluq7T7LQpNZ2yyDBdB4lE0TScfhfHMlE0Hc93MG0HVTdAlrQtCy1LEGXBJslouSZxGHGzGuAaGsLQcT0XJFiqiuN5HNca6EKi5UuW4xn25pLB2YqdImRS5KiqQ6pqtDSVzz77EJI1laITZyqOpaCJkkKq6J6DKgqyQsWtmWRpyUaorBybt4VCaUzpqy1c3cNwmqwXYxxlgKKsUIuA4SSgVvdodXVK6bCYF+hWE79hUMqK9XJDvdah3nCJk5LdfpPVGkoddvd6TGdj1nFCq9nAshUc1UG3dOLFAtdrU7MdDMMgCiPiJKUSJdc3Y1QxBU2hVmtQVRkXV0PWYcjx0SG7e11MW8dcLLgajrcfbFVSCrj/4B4N08A0Na4urwgjnSBeo1RNdFXlww+eEKxCNlGK56qc3D1AUSS7uw3qNZ8vn97w8uVbxoM53/z2p0TriPsPH5M++wLXFASmRRiNUfQutzcjsjLk61/7Hiq36NcRjlvn5HCfeqdHs+Gz2SxZLwKanTZZmhAECc9fnHG6t48oSs7fvMZyK6IgZxUk1Jp1ijzDdWxqrQbD29vtnlI10DQVUQqiMCYvKrJ0SppHHB7VWa1XbKJsay9915kKucW3O86WD5xlEY5jc+9wj2dnN+i6jqrmmJZOVUnytNgyCSTkeYmUguwdlCZZFyiqguMapEmJqig0fJ8o3VqmFWW7DvB9kyzL2awEq+XfoqDevdekkgXthoFSuSyWGet5wCbI+Pond/AMgSwLokIwW8UomUGzp9FsqQxnSzodh7gIkHnORmgkackyiNB0i7vHfZI0QUEQhALLLNiEIQiJbdV5dTGiLBxEpfDm1YqgJzH1kkf3TgmSDS/eXCOLiLIq8GseR3sf4LgJmqmTlQWWVmHqDtNJiG3p5IXPcr7i+KDNdTjBdXTGkxD3uEZaqLQabV49m2EaJpN5jGUZNOoqWSrQdQVNNxClAUpFWWVEYU6RqAyVhIPDPdbTkJ2DPpsoIspDujst3kQT9LTi8b0e7R0fryk42Oly9XzOepJyGUWYfZ+z8ZBa3ybZSI46Bm7jhGVWYoQbcs1G6/TIQo/bQpBIjXgZo2saaRFg5FMsXWORS+TFCKUs0bDYLECqEWkp/iZMUFYSlRLTd2nt7qJaFpauUW82cDwLy3QwLAtbASlVKCvSMiPMUpQ0Id+sSRWTet1lGcVkZYFpu9huHa/ZQZMFVsOnlmxYrpc4UcbryysOfYuLm2v+yTce8v0ffsm/+vuf8ccvfsZ//nc/5K9uC9aKybxmsdEtZFayzDL+7Ee/QP3Ox9xcDvjwYJe6VpGmEt9WSOMU1zXQNMiSgtzzSFp1fhZ7DOYBjw2Vli4RaoodD3CyFdKMGa/WuK0edyyHB4cdRrM5k1WOaaVMh0ua3iHNep08T1itl0RBwsndfTqdFvX2DnkeM5vM0THpNC2gwnYrokAhzSL2dnZ5+ewWy3KwHJv1OuTuwQ7nl7cUcYmibf/23U6T0/tP+OLZG+4/eUARp0wWKyzbxrINbMfE0nXqXp0wjcmWKxp39wnjNdFsSa2+S6Pew3W76JZDsFwyX6zIyop+7wBNleR5SKdTp9PqYGoXPHnyCN81mY5n3Lm7g26WHO93WKwXfOdbH/P9P/sJw9s5n3zykHAzoiq2eWN3Dx9RFIK9nQ5xntKsO3SbCl+tQ87OLpCqxnvv3+fozj6jwYQ7/X12d/dZLxfkwYCDwyZpGmFqOkmaEVzeUsoCw1CJk5R+r8tqtcZQNBqNBp1eC6Tk6mLNchUihHi346y28ilD2z6kbZskTHBrHoat8fz8Ak0zqdVrZEVGFMbviqWN521fi+3+VEGIiqJ6J8QUkqoEyzJQVAXd0rCx/gbjads2/V6Lq6shhqHzm/HSoPyaHP//7+v/+H94JPNM0G51+PmXA1zLIc0TqkKh0zRpNms4XhNVDVltIE1KmnUV240IIgPfKVhGOau54OTohPE4w/ILKCs0xUbgMbwasXPQptkxKLKU6Tzi4m3AfLZhE2V8+OgBhmUwms9o6Cp37jWptW1enU1ZzgSmAV//2oeYdkSU5Bhmge/YZImg3e4wmAzZbRm8ulhzM5qgFCVRUtDp+gwnESoO9bpOFJZEoWRvZzsWJHmKqGB/10dRFc4v1tieSZ5Y2KZBs2uwnk3o7hh0dxrsdlrMNysco4ah5czWJSoGy82S4z0PFZUoTYlSk2dfBqxnIaZh49QcgtWKo3sn5FSoaKhCI3MtNmFBv+6iyApHCWh4Lm9nS1Zy6/fWdX1LBfKcLTw3zbCt7ZrBqzlYhomOgl1vIBWFbrOOmiaorkeRF5Rljl7mrIuKOAhRFBVFUfFtg3VeoEtJzfe3RzTHRlVURLRBKipZuCHaRHhVwnI6Z2e3SzIZ023XMDYBsuPSLxR6Oy7xeE13r060SWj4PiJKMOp1lheXrLw6b4Mlx08OeHo9wNRq/OxXA3zH4mvf7uCbPpYQHFaS9+od4lWM49lYeoVUFErD5SvN5DJSUL098qqkyw2OqRGnKybDJReXM44f7VFkAfs7u1wPR8SrlDCD8TCj0RK4NZM81zi/HKPg0mu1GIzH3Ds+RJQFKAa1hs7l9S2dzj4ikwwmlxzfc1ivSpqNLsE8ZRnnNDQdz3V5fnFDnudomkJebQXm3/zmB2RxxeX1kFazTiVKWu0WtmXz5dMXOJaFokp0VcOpNdgMR8SixPdrPD7tczvasAnXWIqB4pjYtkGjoSMrl+U6wrEUPvv0PsPRNVnq8jvf+w5nZ294+fych/fv8Vc/+Zy93S4ff3KXNFX5g3//Jzw6vkMSh2RSoe45vP/eIe3+AfPxiDi3SOIVmqoxuB7T3+9Sq5cUucN8vSHaxPhNn8HtgMU8INxE3Lu/zyaK6fYPEcU2B2o8HRNHJZqQlIokDGMsy4R3Y7moBJ5j8fXPPuRXX71kvpiR5yVZUVIWJaalUpZsWaY1HxSwLJMgCLckuyx7F1H0LppdVdB1hVrNAyBOkr8JGN46qrarAEUBw9RRFLAsFdPYMpcXizVZlnN0sIdqlKw3623CuyK4PNv8j2qnfjOxX5WouoWtwZ2DHc4uphRpgVA0hA7rNCSXUOQl9YaHphXcDqccHltEcUHD2uGgZuPqBdeDFVGoUU4K0qig5ghMf41leBzsNVD1gqvlgtOTHncO9xmPFH72k6+YL+c4ts0nHx9yfTFlNFsz2eR89sFnfPXsS+7d62LZCfPliqqSdMwdwnDG67dDjg8X6IbGeJ3RaticvS2p5DZIbzSJmE9KLGfNTn+Xpm8yW0csgg1VqWPrDsv1Eikld+/U2NnT0TQLtdFhNJsShymaaYDqUxUKUVJQ5pJpNMW2fcaTDAOoNQVSFkwWgiipkecBH33cIElN6v59nn51gdD6zIMl3bZHo+3jGwnNVspqU2GgYrs6umZS5AmH2FjUUTUNw/VRLQsTBd8ycQwNXTEogJatYekO8/WC88mCMlhzNbxBGhZ2s05VlqDq+KZOu16nWa8h85i4FPhpSlstGN4OMVt1rs7O+PZnx/zsr1/zu18/5q9++pp/+vc+40dfveZf/eMP+KM/Oeefffox//YPr/mH7/f4k+8P+Gff+JA/+Dc/4vGHn/D9X53x6dfu8acvvuS939nnj/7oNf/0v/o9/vLnz/n020+oIotVENKr++wbMKwZFKVEVgqLaIVBRu7vAC6beMXfvXeAlJJFWfFGNLjMVIpyhZfe4BCAAYskIMsF6zDl4eldVFuh1DOSNKZebyOKilpbcHpSsoqXLOcptmbz4O4DpKKyCXL29/s0Wj5xlJFsEmyzgWFaRJsNRVTS8luk0RqQVLJgNJ9yfOcES2hc3lxiGAZlVVJJ0DX4rd/6bSbTa7IkYzKdUVYFtmWSZiVlnrOaL5lXAs3QKLKCbs1n/84+HUtHlhVhkDIdzjk+PWY0GrDrdjAdFVkJ1rMVmqLQ6fbINoLZoKTZt3j+8lcc7nqEPZfR4PU2+LIsub2Zcv/hHX77ux+h4xCtF8yCDa1OkyIrSdMNhRbS3W3y9sWYTZDg1D0MU8H3OkQyx7NsJAnTs1tEJei0e6iGDqXGehbS7AiePHqAVFXubo54e35FhWA6nXN8dMxiuUAqcHRwQJzEXF7e8sOf/hLdMIjClFajTlZsKIvtjtN2dbJEsNmEKIpC4eTkeYWqVohKYJomeZ5vO08JQkhWqwjLMjBNnSQusB0bISRpkv7NrlVVVXRdUlUKGCqj0Zwi36oKojSm43kg1XdFPf+NHepvLKgH9QN+8fQMy9jGg9y9ZzAdmAxGMcGyoNaCWExYrxQavovllli2hWf4hFpBElWc3u/RBjqdHBHlnJ2PGVaCw/smmyjHMgymsym1usHeXpea7SGsFGVHpbff5PXbcw6VBlWcYNkwmSWc3DmkLAU7O11+/JMR+7tNTAvyKqbfL1BUiw/eOyErCsJNxHwRUq/tEEQg1QrDVAmCDLemUPNtirxgvUnIckHdN4hTlfUs5OtfOyIMA+aLhGbTwjA6XF3NKcsYzVTY67RZrxQUXSdIAyzDIYxKMiHwbIdNsMIVFopw6DZydnZ8Lm83lKJEliqqtuTv/e4dJDrj5QhdSRH6FEMt8UwPpy1wdMkylWSlwLFdntw/BjRUVTJeqdzMl6yjmHlVYSLJTId7DYvCdZCGja7b9FoNZK9NulnTdU0MRaMoVM4ub6m7Ci9+csWHD/o8f3bBP/rsLn/wly/5F7/9IdejM/6bb3+PHy4N/s6Oy+HjXY4dlfqHh9yzQH/QJ5ku+OR0h/HlOR+c7LIMUu4+uEO6yugdHbNc55j9HvPbNYZmkAYZmm0QBxt69/e4vZrx08vXfOveMbdVQl92saIhZsPl+3/ykscPTrf65/OE/27wZ5weHfBnr37GP/ov/j7LouJSOJi6hm4qTBfnqJrPmhX1eh1ZhXg1m2lww/pqmzV0cr+LSspivabZbKOoOZbRx69FnJ+NKAuLoiowdQvXc5hMVlRlSbyOsH2HItept+roTZ3FckKR1FGNAFURuE6L2XRFstgQllvuQJqkuI6DpqsIETEazuh12+zsdNF0naoSZGlKmkY0OjX2dvZ59uwFtmuzd3LE/cMdGq7CYFOyXq5xmx63tyNa7SaL9YamUmd3Z4+vvvoRrmOTFBlXF9dERcoyTjG0PWSzxuO7e/z5L+dc3Uyp1X0UVeXFy7/GqyvcObhDo98nKhUuzy9Jd/vM1htspyQO39Dv72E4Gb/8/Oc0G084eztktowQWUweJERIxvMVqpgQZzkra4XhWDy4e0Ddq7MeD/nJX/2Ms8GQVqfF3/8Hv4+i6bRH18xXIb/65ZfcObnH40enPHv+iigK0U2NTRJRFuU7YLRCllTohoYiFVRdRVM1FLa3HGHZKKpKlitbreu7/WmtYVJWoBsqnm8SRflWKWHqgMTQdcpKkOegqoLFcv2uk5XohoHrKihCZTwMsCyNzo71Gwvqbxz5/y//5+/JwWrOJosIJlvpgSgV0lIhSQvu3W8QxjFKabFaxuwcqEymFcc7XWxHxVccmt0GYRpiaCaebhHnglhYBJsJcSoYDhYUZUmrXcNztvEGRZ5xcLDDMog5fzuhDHPipcBsS/LKR4oS11axXJ0XL2b4vkXNVymyhA/vnTJcTzg4abJcraGS7O7uMxrFDEZzwnhJmlSUBezu1LGsreWskgWmpdFteFzdLogigaKqGLpLvV6xv++xWBQYukWro+G6No2mAZUJekVZRUxGMZ5T43jPZ7baUJUli3XOTs/F0jRKGZMKY3vwKlNEsV2n5Hm0jYkuSirVRRUluiq4mW5o1B2SXFDmBUc7fQpFIwwzXK9PUO5ynQC6RsO2aOUZCRJLFOxqGT9+dsH+bpsvXl7zTz455k///Of8i9//On/wg1/xv/7OI35wNuS//NaHPF+G7BUhwnNx0gy/1WT04gyv32MzmdE6PCQOF7x/f58vv3jFvSf3eP58wINPP+Krv/wR3/27n/IXf/pzvv6PvsMP/uhn/N7vfIOf/fhz3v/4Ec+evuL03j4vv3jL8ekBg8GK5rfuYYYxt0rIZCHISknfU0lT8JYhRakzKNdcrtdEeZuyqLi5GoJhk+kmnmnwn/0X/xRRr7MqSrSqxLdt+obO+OznqMoaXVFZxVPuHdxjtbmgXuswnm+Qclss31ws2awSTM1m58DG1tq8eDOg2zPxHY80LhmO1xRFyeHeLnkBjm8yGI+QpUYYr0hjuaWR1cFSG+R5ye5uA9NyOb8aEUQxm+kC23ewdJ1ur0PN28aYXF7c4Fomvd0uV9cj9nd6FELQbrcIgg3JKqJSFZqeyvsnhyhujfPhkCovODm+z5/98Mcc7u8ym61wLGsrs2rViZOEo8N9HMvm9uaabt8iLypev7mi7raJ4pTz6yEHBzs8efKEzXKGqgpO7t6h4Tf48x/+lPc/OORgv8XZxRrTzPnqq2d0O13qjS7JImO6WJJXFfPpgizNmW42CCHY3e2jqQq9/V1aNR+yjNFoQpoWtPtNrm4HtFpd+u0Gy8WK/b0+14Mxq+kSp+nRbjYxnRq/+NlPMS2TsizJiwpFVSiLEk3XsMzttOa7Hqv1gk67Q5ImjKdb+EmrXQMUoijd5ksZKrquoBsqolJJkwLL0gCNLMsoK4GqqGi6ClJSlBWmqZHE22KsKTp5WhInGbZr0N+1ePls+T868qu/qdomWc5iKVlOBZqtkKNxeKdGveGCopAEFVpZQ9UNTo8fkSQ6vuuSlSkIQShK0hJWq5KbWcRwLfnFywuGw2viKCePKj795D5Hh3vs73S4vAkIoxLV0PnxT19w+3oBKDT7h9z7sINm2fS7DVRVJ4kTXr684fHjAzzPphQqqmFyPlwDdUaDCB2D9967Q6tuUlYp3Y7B/ZN7PHq4y50TB12H2XzDch3jO23qjkOaSnTdxPNtvJpKliX4jk0lSg72GwThhtk84eZixmYZE29mBOuMMtHY221SlhGrZIGmCZaLlFZdJ88KavU2V7cVUmgk6QxbS9GMnDBaUxWCVZQxjyPG4xWTzYJ5GtNoN7dg3rhit9cnzyOUMgRRoFdD9OwFh8Ubwp/+iDvzp/zoj/4NX6tuOf+jf8fX7A07dsD3/Jx/9dEBH9fgv/nuferrKf/7f/wp8WLBv/zGfS6fveL3H3S5ubzhYcfh4mZAr2UzKnKODxqc3U7p+5I3NzMa+3ucTyM8RSXPUw7bFvMoR0MQUeEXGUpWYDg6o/EKVytYz1c0XJ3ZKqTTa7FYLjjKCv78x2+pCpOzN0Me1pqsbid81K9z7odMjJyyYfDdb32EbZlEhk9pmESaSZUlVFVBHEe0Wx3afo1avYkqBdZqRM2t06zvYOoWluIwW00xjBZpITEthd3eIct1wZ2De7SbHqYtGdxGqLrDZ588pFlvsw6WrDZz0rhgNFmjaTbLICJLC4pMMp6OcBwF11OZTKcsFzFxHNPp1cnLlBcvXzMaDgmDBY1OnW6ng6nr7O51GIxGjIdT2q0GlaqwCgLa7RbT5ZzlbM5wOCBNAiQVqIJ2r0ulWiwmQ37v04d8vNNlM51y0Gnz8P5ddEMnTBNM3ycOQ8oy4mB/j6ZrYDgOpSIxDZd4VXI7mKBpGoaukSc5P//xTxmOx1ycDfizP/8Jb56+wHN10iwiSjMOD3dxfZcnH+witRjI0dOEKsvZRDP2jrrUm3Vcy6bTbuB5Fv/g736X37l/yNGeT7vp8977D/gHX3+PmqNxcrSPKAqarTY7vTa7ezt0Ww0MwyAIAp69es3TZ0/xGx5FVVDJ7UFKCkmzWaPmOUhFUomC5XpNKRRWmxVZVrwb3TWSpCAKExRA1zWqSmKaJrquo2nb8V5IhbIqMTUNXd9KorI0R4gKUQqqUr5LOa2I44xSbCn9RV4RR9Vv7FB/Y0F9cTZhb8dHF9tDSd23kYDj5+zuOawWOXmhAjo//eJL1vOUOwd79Js+o8WKMIhZrSMctYmn15Ei5LjfIi9iFAPQFRYLyeXNhMFoQc216fcd8jSh3drBbWvEWcx4dskq3MYTJOkay1VYBBFIheurMVlWUhQVw9uQsqwIkhWLSYWobNbrFNvWaDQsCpGDTPngcZcHD3pomsB36uSpYDFbsA4LFNVAN0HTJWUh6HY8ZvOYItnCgnVNJVqHlEVOUeZE6dbGpqsGs3GGKg3Gw4QkS2k1aqRZiWGpLFZrTE0hSzKobKazHFG4uG6LxaaiyE0UaWNaKprqIoVOluUkRYBh5azCmKDIKdFw7RzNqHDDNf/yoMnXfck/u9Pkf/nxHo1kw//i0zvMhzP+V998j+X5Dd86qjE4u+WbHz5mNA+5f3pIGKYc7jSoZEa2CaBSkaVER6UqCyzLRciK7m6XIIqo1RwWF9ccHh5wczul323w+stnnB53WcQVuwfHnJ/dcHLc4/zpC3buHrEYTGnt7REsMzoHuxTLNbbjkS42tIXC8GJCEeWYQYisHL4cjFgNA/aOj0lShYvJLd/65h2auzWa9x/htlvsP3yEZZn4MsRcjnno6KhxjH5zwflPf8arL59y2t6n27nHV18uEeOSu4ef0GoeUvf7zJZz/JrFdPYGy9bpdveRmcI6WPL06Tk//NFLhkPBfCoYTmYkScoP/uonLBYzhsMpq9maPBdEocA2PDzXx7Fs7pz0addcVrOQNC1pNi1UdPI8YzgYMlmu+PFPf8loPCHPctbBBlVRsQyHOEnYrONtjIyuYZoewiw5PD4iXqTojoutOTxydWq2wdvxlM5enSBa8v4n79PuNSnTmEoWPHp4l//wR9/nB3/xY25uBnz5yyE3NysWUYLl6QTBBikrRpMpk/mSsze3nF0P6e3s0LvbpZAlv/zyDUlUEYRjfv75L/j8J3OClcZ6GTNOIlbLDXf3jzGEiunoPHzvlH/+j7/L/cMucbxmVlZ8/fEB/6d/+Xt8fbfGvX6TYBnRaLY4OtoBmVOkBYvVCmmYCFUlzQvKsiIKY+I4RVG3O9AkznBd+28yo2zLRFaCLMvQdLHtZEUJ8O6KL9ANDcNU3x2mNFRNUlUVwSalKEsMQ8M0NdIix7JUmi0bXdco8u0qQLyLe69KFSG2SD9NV6kqQfqb+dK/uaDqpkaaZagK3Dvw2es0SFKNMiloNTSqsoZn18mjmJoNdw+bzGZD0DPuHOwgJVSRSiITFsGGNLOxnCatdgsKk47dYTYb4jselRDs7jZx3DrdzgllpZLEBnEkKAuDt2/HiFKl2bEJw5CizLZvxDDCthQO9tt09wzuP2nzW9855cHjQ0opePZsyGIV0+/VcEyD/do+s1XETvOUKvdp1hzqjklddXC0rQVNUwwURRIFJY6nYVs27VaTOEwocx3b0nB8Hdf1yQqT6TDiy+c3jMcL4qik3epQFlsqkxQaQiq03JzegcJ6JXj5KiAXNot1yS++OMev1dAVhZrTwPXriEKhzHI0XRBtLGzTpdHQ2Wt42Pp235MUIa19m8V6xeO7DoPliu8+PmExWPLg/iHL6zn32i2kZmDqsF4HqJpKqhlE6zVKx2UwWtJsdRjfzji6u8/V+Yi79/Y4f3bJg+MWF28G3H9yzOhqxnG7wdOnF5ze3eX6YsJhu8nl+YTD/Q7Pf/oVp+8dc3Y+4uSTU96+uuC9vRq//OqaB6eH/PTpFU8e3+XN2yu+9vF93ry+5s77p0zDnMf37zEdLLl3eJcgtTBrXT5//QXtjo9ra0wWr/hg1+TB4xPscEJ49ppOo0aWS4LxFaOLF4y/+AnPf/QjHnz4Hk6p8Wd/+lcUuUZ4M8WdJlQ35xiaQ5nnTKdzZrOAyczk8nLNq1cTwk3BcrzBUEziKGE4GBGECUdHdzg62GO320GR29C33YM2O/0moGLYKq5voWoGL15c88un59zeLnB0g2CT4bomQZBQpjlxFLNZRwipoAAnJ3fZ292hf7BPq9XkycMTTNskrwSdZoMP7z8hD0LObgbMFxvOZiv+b3/+khUa4/GEJBKk64zVbAZiW2zSVcp0EiNESa3R5s3bKwaDEVfX2wwzKQ2WYYjjWdiWzje+forlbO2Yz1684ldfviQIZujAaHLLZPqKnZ6GZkkMO8evQVqsOX1yQE2T/OcfnaBEObZpE+XQ6ndBgafP3vCDv/ol0XjAR12LL28GdPouvpltdc0oSFWQbmKKrESUW3p+lhbkeUGaFGSJoKokhmngeT5RtG1S8rxEM3UMS99qWIsCTdPfOaG2F/w8LymK7QV/++1twGdVbUEqaZqh6ep2pNd14lhQq/t0+52tasbQ0VSVg4M9Ws0GqqZhmiaaphFHv/ko9RsL6mJZsJznGK7FvAiwdA1X1zns18hLSXtH8stfXjOf5vieS5JVFIXOcpLz7KtbojRjkWzIM53ldMVXX51zPVyR5yWGI1Hckk6vye7eDp7tMRhMqPKUJJ9weNDm6nbAw9MDWi2Dbr+N79jMpznDm4CaXefhwy6+b2LZEl1VONhtUYoKF4vTex3uHO2xf9Dhi6cDJjcqTauL2agxnmx48foKTzOI1xG9TpOoDKm1faKwZLlIQCrYjsbN9ZI4zRiP1rw+W7HYhLRaPq2mx3oZEq9yljNBGqqUlc46iShFiVAqirykRLKYhizWElU4NJserbrNbBxzcz1HlRqbzQpVq4jLiJuLIUWqcnrnwVamIRSSVYZSpFwvlgyWK/JKkJUmiWIwa0hqd2rcGCs2SY5wm3iqwlpIVqMpTqfD/HaO1+mxvB7w0Z0eL5+95fF+l9tZwOOvP+HFdMG9+/s8v1mwt9Ph5c2U47t3OV/E7Pk2F+uMu3f3mYQ5vZ06FwJUBKkAU5QsopCmUhII0MMNut/EazXITYeGmqGVMY6lcT5PcBsOt5uMuwc72KHGN77xDf5ilPGSHj8/nyBNDdevM51uiNKKdrONZxd83Az54N4+7VaT5WzO7XgKYcCf/9EPGA1v6OjwxY9+TjSdolgZP//JDxGazjiIKCi5unrNxeUMx/aZTUqiKMQwapimxioNCdKCooJ+r4+nbZ1fUbxhHa6pNV2++1sf4bkWjUaLhl/D9WqoqkGv7/L/ae+/fmTbs/tO8LO9D+/SZx5/bZlbjlWsosSWNC22piFILaAHmG6gnxv9IGD+lXkaYDCYlwE00vSIVLcokqpisSyr6vp7/EmfGRnebe/nYec9RWrEkkTy8a6nzHMyNyIyIr57/db6mrfe3uW3v/02d4/2efvdR4S+TxRnjMdL4jgGVcA0dCRZwLYrOtvZ6RlxHDO7vGK9XpILAoamomsy48mUYLFkOJqysz9g5bvUahaZKvDsdIQpq+RFiSgpFHnGdDpjtVlzNZ3zwUef0W13ePbqmLIsqTVqFAKYmsJ6syEMY5K4pNlpE0Qx/X6vUr8hIisab7/zHvVGi08+e87jJ1OWcwdvkZCmBa4/48GdOmaSUWQSH7685Ph6xJPnL/j+n/2Cm+klli5zuL/F8XDDR2cLciR+++vvcP+gydwbs5ouuLoaMV/5DIcT9JqDUXOI4hjKyvshyzIEAZp1m6IomM8XlJSoikKWlq+VT6ooE8U5oii97mLzrBLtSLKAIoMofR7mJ93yWG8ZAHmVmhoGKWma4rk+Oztb7O5uV27/UMUZiRJRmBDHCXmWU5Z/g5C+g8MBV9c3CBkM+iapuGETrSlpIBU6YTql1mwhlAKj6YabmU/Dsqh1Cga7fUbXcwpDZjlfEYcmR4dtFu41hqbS7tdZuwG23mY4vULXBe7d72AaGqqcM1uNee/dN1H1kkIMuHfPRJUUlhsBL8h582EHywr58KMRfuix2WQUccpsmhG4KW882gbRx3YU7JWC7cD1LGB++pSjoyZZofPs0yukrMTp6aRKyfnZhCDOME2FTr3BWlwRRhICObqhoGoi7ZZFs2viWBZPno1Yr1I0RaLbkwm8GFMxWM5ddF0nlUPqDZ0kUJltKj7duw+2uJREskxgb3eLOA7RVB1BhiwK6fVt0jRntXHJ85QkF5B0hTiXQBRQJZMozJDJWZYhhRkzEOoMS50CF9SSuevz4ME+o/maOzt1/v0fvc/X33uL5yfXvPfd9/jjf/MjHr1zwMcfHfOVtw+J1wmqJGBYBoplorbaSLaBqoi4qzVtR8P11giWyuxmzMOjfaZrj8Ggxmzpcniwz8vPXrJ30OH4xRWHbz7k1dmI3p19Xo09zLe+yp9deEhf/Tp/eBHjPXiL/+cTj6S9z7/4ZMSys8Vw8gpTdzg+mdIzNfrb20iqiyzbnJ6cIAtXmILN7/2j32Xjb9CEkpau4EUxUhqi7gzIkPHjBCFTUeSc/qFJ0qvx2WJI4ObkhcNnj4eIpUTghXQOu4zGY+yaim44PH72jGajyfbhLovVEsqSVqMFgkCt2SbwHpNkBWVScj0c0WrWaXV0knDJ6HqGbug02yo7hwMGucirk0sQcxr1OmmSs3E9XC9kZzBgtlhwfXOFqVtYlobvumx1W3iBRKYkjNcBUZJyPZpSrznoioJpaTRadb53dxdZNTl+/BizKSBLKRIGJTmHu9tMZgvEvKyOzH7Adq9NnAcopU63VSMvRZI05+p6zXLhkhcFcVEyGS2YzWe8/eYBO1uPSFKXyWTDJgrp5U0e3WtAUfDhyZigVIhDn3rHpt3dInNduo0tHL1G3NiwV9b5/Y+fsdvrMmjYdIoGHX2LHz1/iqxYqIpCWZTUvQ0bd02Sxlh1m/39XWRKzi+H2DWbIEzI8pSyEEizlCwvkWSZhw/vczMcUYopUCKIIjtbAyazWZV8mpWUBaRJiqLKyHI1Z63s+gQEMUUQZCSpIEszREEkiiLyLKPIK5eq4c2UNE0RJZEir4BU039zjPRv7FCHV9fYtkC9LuNoJmTprVxMwM8W6LqMos5xvUXVNaUly01Ar9251X8bzGYepyc3XF7e8PTpGYZuo2o249GSJFSZzufoGnTqOkG4IStikjwjilR+8pPHnD8dIkYp60WJ7xV02xL3jgTKIsKwbLb3He4cdmi2VA7vW/yj33uTgyOL4fCU9XrD86dTcmpEaYmhZei6gpQ1+OWfjxClktJSkE2DWq1Ou2OhyAqqXpAWLoIsoZsluiagmSrb7Q6SLBKnCfOJh6OJ9JvQ6wmICNy9t4UgiyQpeH5C4Md4iwhFlDF1iTfudnDjnMUyZHu7g13XKCl4+vyKD98/RRIkJFkjDBI26xlFKlIIGZKi4roFttominysWoljKmSxyyZecz6fEXsbWoXE3n6d2Txk56DO9cWQvmNg2AZ3jhr4QYIc+RSagTfZoNg208mS9vYW09GM9p7D1fMLOt0er375KW8+2OVmOOfw0RbDyxnvfu1rHD+/4uGjbT45ndI6POK5F3D07tt8OPXpfuk7/MGzFTOnzb98NiR98CX+78cbVgfv8AfPLxC6R3x0Pmbv7hscn59w9607KOkl9964j5TFyFKJoZbsHLbZ2VLQpCrSotFq8KsfXlJTFRSOOejHKIWHHPjcv7/Pzt4OTVXl3Z0G24e7zM5nSEqC3cgRiwJvIfPJkxGrTUqz7uD7LpbdZDpacnRwyO7ggN5gi61Oj06zgarJmJbBwcERb799h63tDlmagqAxmc4JsgxN01jMF3ibHNe3GF65LMcek9MNtVqL+XrFvYd36Pf6fPe73+J/+p/+T/zjf/KPSOKUq+shb711D1FQWLse0/mK8XTOyemQlR/g+impCIamcXiwR+xHrFcuN5MFxyeXXF9NuLyeIJs2aaCx099ms/K4t7+HaTkM+h0KJePunQHvvnsPURHRNI3d7W1MTWO99nA3Ht1W83WEuUyB57roOjx/ccOzVzdMpyJX1wGSXNBq6+QrGU2J+d1v7/J3vnYPXUiQ8gJdgs52nx/+8Fc8e3lCx7D4es9EyRPm65Q//smnfLwMGK5i3nrziL29bf7+73yLna7D2ctjABrNFmqtwXS+ot/vYBo6i9kaVZVpNuvEUUqZiwhFtRxazJb4fkASZ2w2Hoos02zXiOOUJK5AVpKqbrQaJRTkaU4aFyiKQJZVZinVvkmkBPy1B1n2mlWQZRl5XpBn1SJKEEWiIP3rd6jNhk7DaaAYVZbTzAuxLAVRkJEUKFIZy8yxbBFV6eBtPL787hYrPyJwcxxDwLY0FM3g6WcTwnGOlMK6Cd0dm/19m1enZyzHAUd7+xTiCkoZ21KRlZzvfu8QTYW4SMjimDxSmM1zOt02RZYhFArNWp0oyNgelCiGxmQ+Q1dl7JpCmmc06zV2BvtcXZ3hGCYZPl7k0+vYuIFAp6vhbSSiREAx4Mvvmoh6QJmpCFh8+OEVeZbyTt3EUBKevcy4PpVoNXPWqwIvSGgXKoqpcX05xrR1WnUHy5EJPJ/IL8CQOT8bg1Bgmga1RjV326wj/DDhjQdbZG5AWys5X3jIooyu1zCUgsk6YLP0kSUVoXSpWzrzZYChWBiGDalEzXK4mi2YqBJbNY2T5xc8zDqscpEoCCh1g/XNArXV4+Z4yP3DPuvxiv5ug8vzIQ8Pdnn15JS3vv6IH/zgQ77z3ff48Y9e8d/8va/w4x9/wv/xK2/xh7884XtfsfnJPKMUBnwi1PFDjV/ORaRI4VOpyU6mcON0OF4XLMwWL9cppm4xuhqiWW2GZy/RdYmrhU8WesxGN2zXUwwz4CPf5cH9Prre4uLylEZN4msP3iEzDpjN/z3f+Qe/xdG9GjN3hijL1Bs2ZzdTJEUl9AKajs5+TaezXadRV7m8ntDsHhGuXCbuEkVREYSE+WrJ4f0B11dLPD8hy3IUVSANl9y7f8iTx0/RXYPeTh9DzmnYOs+fP6tc0hp1trcHrDYrdneaHB3VmE5D1puC/YMt/I3P2WhGPcpoNhocHezRrNcYbHUQihBvPUcQIAxjfvmLTynKElES0FSd/nabUpZZL1f4vs/DhwdsvfWAs4shtbZDHGWUScLX3n2DyWLFk48fI2gSzUYNSZJwLLtapBQC45shlmXQ69VpNVvcnE9odxusNz5pVlCrSYiiTFZk6KZOFCUYlsl6taEYlezv1bgeeiQ1kS9/acDadclKl0kWM/0o5v49hcUm5HQekWUZ4cUVb7zxgAePjnhxNiQXc/7ZG3f4+sMmP3lxzXi1Jr+4Io1zrEyn04NPP3vMaDonlwXCDFp37tFyHDI/YLKsIqFlSWaxmmEYCrIsIIglCAJlCfPFAkkQKYsSw9BZrTZsNu5r/98srcj+eV7ldRVh1WEWZYlSiihSTuAXgPjaCjAtY6IoqEYPskSrUWexWldNVJhQFgV/Ncn0P6NDbdQVak5JVoTcuEskrXKb8rIlQq4yHYs4zg5IMoLk8+6XmoymU8pcYHu7gW7aSFJMlhTcf7CP7ZSYdZtPH4/4+IMZz94/xxIcyljj+NkMWdBpOC3SrGA9n/Hi5Q1F2qVIRfrbPUrdo90quRnOSAuJi5MFeSwRhSUbL2cyXjMdL1ivfIpcwdQtHr3RoN4JqDVkXlyMmfuVRJUyJww3eF5IGoVcDyfU6io1p8NmLtNtd1gs1uzutDF0kzARiVMRAZEoDnl1PmWzLskLi8ky4PhsiuulIAhsFyrfdQZ8pbnFo0aXMPBRNZXzswUvTyZouoRtiWz3K1pUp+GQhQV37B10qY4bppxfTZmvIrKsQBFkhCJH123qtRrtto3tyAhSSRCuUfWM/YHB+nLE3jLB0nXWq5iDRwcs1h4P7u5ydT3j7q7Ds9GM7a0mn51PuLO3x8l4Q3fvkGO3YK7UuChNFrrNudHgtLS5au3wfztLmHXv8fufXpAevMUPXkyQDt/ixdmS3/rO93j27JzDew/5yc9/we6du/z4o89o7Rzx0S8/xB4ccHN2zJ2DfV6e3oBg8OLT93nroc5HH/yYs/MFi8VLjo5EGo2YMFqiKCbd7ptE4Zrx1S/Z7rfpdGPc6ynlJiUrZNLYZTSZ8fizz5A1kHcV1raKp4ds9QoevtsGKSAUVwRRiB+6fPrkKaPJlPGNx1tvPMLQFF68esbV1ZDLixuOz04xHQdBEaCEIhPYbDbcP+zx6OEe3/jaW5SSzvB6iixJnD2f0qoNMBUBTcnx4oT+zoB/+Ht/j3feOmI+G/PsxUsuzs8Yvjzns4+evV6eRHFyaxlXkEQx8/Wc+XTCerGiSHMmozXHL89ZzBc0mx2KNMOwTH78i494/uoUq2Hjuj7HJ5e8Or7gcjLh6ckFv/zgI86uRywXEWfnC569OEHQ4OXFBd56TZIGHO7us9/vIWQhRZ6BUHJ9PaLRrNOsOywXJYpaEiUJL0/HREnB5cUC05T4ypePWHkZr46X7OxsoWo6zbrNauPx9Pk5mq5zenLDRxOPf/2j97m+GbL0IsZXE+otG0kqeXDvLTRdpt3q0W132N8xGTSqPLCmKlKEHkKaMF8u0DQVQUpwGpXWXtVlFFnm3tEe/a0+mq7xlS+9iaqqvPHmQ0ShEgFIssTnmSeiKFZfU2n3syQnvM0hy9IMURJZrzzmc5fAr2z8BEHAdX2yLK+6Y3gd7vfX7lDn04IodHGjBEOTaLUMxFKhCC0apsVEXLDeRIiCylfeusdoM6Fdb6MZNr674v7WFsPNmjxfIQgqWdngfHJJKsHcjbj582O2trogFrihgO9G2O0Y03aIM4dv/9abbBZT1iMX22kzuogIoxyEnMXcxdAVCkLCxGN7y8K2HbIsx7Isnj45xrQ1ei2BRksmFwJqdYHtfg1JMXl+coNQGuSZQVykvPHoLkEgois5nicQhCVbWx0koU0cDOm13uDnv/wphZAiIaFIVeaNoqToks6ObvLuoy3G8QKxoXJ1c8X9O/u4mo8YwNqPKLKCQVPFsaokVktP2Ntu8PJkRE3XeH42xos2aLJMmRd4QUaRVS9jECZoeoLl1NBVnbyUqMkiNQPW4QJNcbAPG8RFzv6dPV48O+NL773JJy9fcv9em59dJOzvbrP8+JyVUuOZUyfa1PhIbJKexkwGB/y/nq2Jt+/z+4+vsR99lX/xy6c8fOttPju94b2vfo0f/Ls/5O/89jf5gz/6M777X/8f+IM//xnvffVNHj9/xe8+/Ao//cnP+M537xEtZ/QO97gZXpLZMi+fPOZtKSNcjMgbBh0tRhAytvt14kTi44+vaNRktHc6SIpCoyOwHL1gXkYoUpvVJkU1dC43HnfvtojTDchdHtzfYrfXZr0smMw8VlZJbVBn6WWUnorvSqzXEnXHZLGIkSWBvMhYrFw+e3pMt9tGlTosvQ1uFBEnAbqkcj2ecXJ6jShJ7GxXZual4BDHOcvxnFrN5MnTM1q1Go4zpWXZfDje8D/+D/+U4fApewc7qELE2zs2iwTmvsz/+m9/wmI2ryg5t5+v/LaDqnVqaKqBWBQ0t0xM00JUVc7Pr9jZHTAejZA0DUmSyLOCIIpYLCtJpigIaLqMYWhsNj5pmiFJFTtnNl9W9nVFSuAnqHKKqRRcj4d0GjUGO0dcDT9FEiXuPrjLG/cPmU6G9Ps9PvjkE9I8wSgNOs0aW1s2cZby4vQ5F1c5o2HAu28eUqvXmM+WUJQYhsZitWF7q8effvIMPy7Y298mK6f0Oi0WsyUlGU+ef0y93aEQ1rz51n3OLi45fvyURrvPzp07xGrBp4898qwgimLiWEBRxYppEwbEScLlzZh7R/ucncZ88NFjsjzl+Pj41sheIM8KVE0mEwRkRbpVR1U3szwrqz2ELJEmGZouIooiaZJh2ioIKpqmsb2zxWw8w11viLOKmiWrv3mG+p848msIcsFiU2AbAio1RouIx0+vqJkNel0JUc/JE4VPn51UyZuuzLe+8YA7O3ssAhdH19m5f0guhvjRGj8QqNcalHlG4LQYLefUaw22mjaJkDPfjNCNGo6lUOQeUbbgZhmQnvoMdnucX12jSTqTkUsehuh1m4cPDnG9iiFgKE0u1xOSVMYWRVTDZuOH7O01qVkSpSCTZzZfffvL1JsZuqrz5Nk5QTTnrXfus15u+N7uG1zO5vQHO0iCwHXN5I/+/Y944+E+0/k1ezuHREmMquqcXjwljAs0FCQZtMTgk1czhMjns4VPs15j5QX0ux2OT8eIucp0NmM237DqaCiSTq0BN0Mf32ggiCbL1QZVzyBTWcwCao6FokNWBsxmGbJcYtoJQeFQme8UFEVCKcu8KiNSJWHRF/i5v+C6DAjyNYt9kw/dOeWDLT5ZZQweHPJqscB88A6/fPqM3Te/xPmf/5xv/d3/il/8yf/Gd+5+mT87vmbvjfe4OP8F9959j8lyzXw5Jy5KFrMVlibzsz/9Eapl8/Evf0aRFww/+4i6KuOObxhstVje3FAzdHTVon9wyNPHH7Pd6vBou44s+lyNV2RZQkHJr351w1FfIxWXCB2DOLYQXY/j0zlxFvDunTvcvfMNXhxfcv/NLzM+/4hR+pTLZyMuZwXfeXsP11xxMwrpKSJhGLNYBcTRmpKEZqPJ9c2MKNwQ+zFJGGLZBrP5HNtuEscBbuSSpAWmpiDJMkkmc3Hjc3L5C2o1EyETaNQdvvWtb2DVHOLliscvX/AP/+u/g1UuaLe3cSh4dTPnyvN4cjJkFSUoSsnuwQ7D6xFZmmGYBroi44UR8/mS+XyJZRoc7Q6Is5RuXaPMCy7Ortnqd7AcC1UUsRwDPy148fhFdZQtS3wvRs5E0jgHhNczvzzNGWcLDENj0OtQt2xMUyMnRlBSDFNBVmUGzQ6NRpvFYoqqy0yWEwQpoWZbBEHGbCrg+j6lGNOq2URhzHK55sPPnjHo92i1TAyjjutuKKSM4WjKVr/L2r9BF2R2Bj1myxXj6QRF0VHHAg/v7jKfn7Fc+zRaLXb6W9RadSBjspix8VYglGQZqGplWpIVCb4fICGTFjGfflb9DVRNRkghS1NkRX6dH5Vnwu3Nq7i9gZWVAEAS0WWVLKtSUPNb4n4VUS9QFpWZ+3wyYbC7TZwkxK6HIPwNO1Qv9FmsCg72+5TSgmW6Zq/fRFYtPvnAo99pEawzKAu0UqDf76CbMaPhjGwDoRARRgFtS8Vp2nSbGt3mLheXawadDt2ezmrVZu0VmJrK0Z0OeZ4SejGz0Yq27VCUIls7NlejE7KsRau+xenLKZKtMPM9jkyDy9MhnR2dqRfiewGdjkEcZth2E8PUyDIRW5eRJRHXTVgFGxbzOarY43KzxpSb7N5pstXuoEgKfrwkyxPe/9krbNvGcwM0SeXq4gqnFjG6OcP1c7I0RrMlFENGMkXef3bOYLdOFosURYsXqxH6JsRNUvpdE0VUWLoxtZaGbuiIgk6RC3hBSLvd4ma0IvBU9Nyku1XnajxBNx3mqxWDgYVTq+G6a1SxgWNssXRXiEoOssQmLqBIKJFZuEOmvkjLWmJutZm5SwQtZuKdo9eanN18RmvrEeroBc3u2zwbDvm7v/s7/NLfEPlrNmHMZrXGqjc5fvmSgzsG8+c/ptdu8fz9j7nbayBefsAb203cxTV9xWI1uaYhC5jrDWxcTq4nZLKEP1thaCpb/2AHb7bh7OIH5JlCf6bR7dYYtLe5Xl4znmxYLK/oqPu0t3oUOUR+ztKXGC1dWo7GoFvD1Ex+7703cFdjDLvFatVje8dkmo6RhJLrm5iNl+GLLjdns+rGp9ls1gF55KKpCrZd5ZEViCzXK8LIZ7UMKIoC2zFxBJM4jWg7dUxTpd3WSVOZ1WKOKMLVaEoafkR7q8fx6Rnf/s7X2XZy/ACGV3P+t//P92kP+sRlyYOvvM1kNCIMPF6dXKHrKu1+FzcMMU2J/e0WaBrruct4uuBmsSAMYix1QKfb4eL6kvVqxfHlNd/40iNOjy8phBJNlchuuybLqrxq93otLF3DdT2WG5cwiEjjtDIOUVRIc2StxWQ+o9N2IA3JoxSn22QyukQWCmRNIoogCAXCwEOSVC4ub6psJ2CzWtNodqlZFoEbslY8bNUg9BfVwigtKaKQ4c2YvCjRVRGhEJgtJggi7O70cRyD45MTNp5Pp1Pyxn0Dd27wq09PSbOMJPZJ4oIkyrBqauXGH8ckaUkcFQhCgqLKRHFagZwgomoSfpJR5Dmfq+mLovJOzdKCsqjI+pKmVNZ8WVaNAoDPjwyyUimrRElCUkVUTePm4pogCKpoIFEgz/8GtKnVJmO9ThnNJ+xsN1ASgThJSZKS+2/aHD9fIRQCQlbQP7LINykiOV6wod2u0a0ZvHw1on1wj8AfcX+nSxALxHFEWcZEmYSspUhTKMSC09NrnEJA7urkisGHzyaoaknN2uVo38RUGjw7PqFuOxi2DmWBrAvkgkQa6Oz3B3w4f8rpWbX5++pXDvA3axynThjErMOAmmkSRj5xlvH45ZiSiDcf7FGUcHZ9ycZzUWWZydUCSa8x28wQcolHD3dYLF5RCBZCHhIlEfeODlm5CVtbbcajUxzTJItFkjQmjj2iBJI04Y23dhHKDMuq4W0i8gwMo3qjpFFBEloIRYSuKcRJgqQ5jJdralaTKEoIpJzRxCNJlzRqOoJZEicxWZawSlL6lo4YpKROSqkUlEoNwywYj5Yc7T9kuXbp1ATGkzl1W8APVvTKCQ+PVEaLZ+z0HH74v/9bGorMRz/8Ptsti49/9gN2Bk1S7yW7R3XE3OfoIGbzMsCKZOTCx2mKrAKPVSHgCTlSAmMv5GK5xmrWEcQSKYkQDJVCELBvzUDG0zknJwqdZM3L1ZrB3T6yomKRsooSyqGM2WlAIWDqJUleMDoZcbU1oPdoyvRqwuh8jS+J1DoKDUOg9s4RvrKB+ZLATfGTks5Wm2YBZxdjHr3xDoHvMp/NCAOfJE0oisoCLs9BEkQEuTI6zrIcw9SQNR1H1ygyqDkmZl5wM5uTFgXrNKWtCPzz/+X/zPDqgg8+OaNWb/PHP/gpnU6dvX2HOHexTR9Xi7m+8tAUnViKsWsW/UGf0/ML1JaJZqbUzSaHh9vVOOLJMR8+ucC0LRRRQdM02oqCl6S0mg2SrGDqz6g7NjkFhm6gqCJRFCIIGWmZUKvrFGVGFGa3NncbskyjJbQqpk6h8fjJS0RFwjRMomSN60Wshz6OZSFrKn6woVm3mM5XFLddXL/fQjMMkiwjzTOiOOP47BpREUmSgl69htZtslhVRufXV2NG6xmKLLOz1UCSY7wowDEtao0BDbvOn/zhp/QHXTbLBbsHe8SRxHS2oihLQj9DkUrCIKUohVsOaUFZVobQZVllTMVxtWD8vDuXFakCVqGam6q6Spqkr/9fFMXXgJumGQLVIkqUREQBBtttalaDjz9+WlGmBAFuY1H+2oDa7uus1yllnDKZrVjOwRBy+jsWnYZN5EOnucWr80u2+jaKLKLoNdbuhnYTRCHizQcDRAoUzUSVVDRL4M7hoLLW8maYlkjtnsbFNciFxCpPiK7mlEUdkYLR2YqDO3XOX64pWBFlEAgeR50WxWjGwb19RtNTJrMR/S2dnd02ZSkwmQSUuGzCFN3UCOKYXrPOYr2iLBPeeWeXFy9HBL5DnIOhlZRFysH2Lp89OUEUZdJ8iWH0mE5HzN0M0zbIchHLrKGZGuPZBEkSGN64iEi8PF1wcBTQGYiQmRR5gzAJmMzmCFnJ/t0uzaZFUQpIWsxmuUJHY7kKsO0SW68h11t0B3s8e/4MxQHTEtHMJqcXKyRBqmJEdAHLTtlq2Sy9lETI0Dsd1u6SmlzgmG1KYYEg2vhBShTGbEyw9Rp5EdJpGSwXr0gsm2azx7umyuomRK3f5eLFBXGU0qsL5PEV7Y6OaUQYuk02TVHafV6NL9nbq7GzZdAv+uiiSFuz+Bd/9gmNHKyyRI4SRF0iv32TFumvO4IkzTh5NabWqCOFCZPhAqspsB763L2zhVxvY7cGrGZjREVBkiWcVo03+nXM5QqvMFiqMLy+oJM5CF7EzLvBN0WslkORjRAQOb4cIwBFKTE8P8cxDGRZQZJVwqUPyASBj6qYIJZs/BjTMNnb65AkId1eCyHPWc+XnJ9dc+feIQ+/8i7T0YjZeM5+p8WrDz7gw2enzL2SjARFVbh7t0WYzug4W4xGK8YTn+V6TpaW2I6CYZUUhYelqoiqhK7LeJuCNI9xbJu7d3YIo5TAC1AsE1GV2e22UDSb9WqB68bsbfdJ0pT5xiUKQhB0TEVgOluRZhlCKeKYJknsoogS9+9tkeUlsqKiKwaj6Zo8z1luPDquR90ykAQBBJHFcs1uvc96IzCdr9FkhY0XkGc5N8MFw+sZqiZhWhqtTouzkwskReJ73/kmA13h2asTXE3A0A1enJyimQJFFnN9E6BpGmmaU6Rz3n5nlySNERSZyWxBXpRcXFwjiAm2XSmniqIgKxIkSYSipJQESkFCUatNvoDIZuNhmFU2lKIpt6ApkOcZlCBK4uvlU5ZVNwZBAFUTqddsJuNNdfTPC8o4xbQVLi9GdNvp67HA523v3+jIvx5lHBy0sMyMiAh3BSkC3WaT0WJOq5OhyAt6XQPNUHEsE8/zaToN8swjTjS8TcKDnS6+mBLlKcejGwy9RsM26DXbrLwbbNNku19g2AZuKBEHIn4gcL1KmG5W3HywZuOGCGVJv91BFgueP31FZ6DjRUPW4ZKtvTZ54iGkGb2tJjWzR8NooepptQhIKzmaadhQBKRpxjtvVvlAtq6Q5jmiKLLYrFHEArkncHwSospT9g51FC0lcgtcX+Dy2sep6WRFQVGqbDyPWk2j29dwHAW7pnFz7rG1ZcG6ehnWXkwU++QFyDIYyBSFymBvh/HilDiEVepBGWNsTAxNwTR1snxMkWa06zr+JmW62pDnCZ6ncGfXol5rEEQJqiLRbrTxo4K6ZuLenLJchmhGQs1ssFhc0+6VbFYRiiagaRLX0yXtukjDlug5Bb62QNNjPvzknFrdYu+ehaqpBGHlmG5mMb0DHb3RodGwePbyml7fIS9TZkLGN7+3z+zxmuurBUma4ZATphllniMioCsqUClX0kxCEUAMYkpZIRN0jFKlZpq4XoiszMnzjCxLURSJtqnR1GQ+vt5g9wd8+V6bmqUyWvicrp7w3qMdnj2eoCQxcVoQFxlFKuH7LnlRYtsO66jSci8W1fY4ClMs02I2n2OqOoqsEEcJlilxuL+HZjicnZySlwXtTp2HRz2IC7p3D3iS5Hx6fE7shxwcHvL27h6/+PlPKSURRVa5OPPRHtm4RcrN6BVFJhEGIYe7h6ga2KrMarJhPF5wdV05KpmmQZEnmJKEVdMoWw2yvEAQSl48P2VvfwdR0tB0gfl6jSJJIIj0dgdE6xUZMmlaVEFzksBgu023MJjMAjZeiFBmXFyOUWSV1WqDY1uYhsHF9Q1bnTaHR7u8//FTiqLg8nJEluVouoIXp68zl4qiwFQUBEWgzEQmowmiIiEI0KiLdPWM9v0d/vcPnpGmIaIgkyYZolwSBJUHgqIKOLaBG3hcnF8SR9DvtVF1hTiJKLOC+HNf06IkCjIMU6GIqmRTSRMRhBJFlZBkiTyF0K8+57Iikd12rZTVab7ICyS50u9/HsAnCAKiBEGYI6vVY5RlkTyvfjcKc2hXzz/7C4Youv6b7ft+I6C6YcqX39ljky0J1yGmCaoh8OmzIWVZoOgS/V5BWWSQpbQUm9P5CEEqGXSb3IxWyLLC9WrBW90uS2IsRyYNU1a+SJEnGIKKatjE+ZwyktmutQhNl3WcsdoIGKbG1XDJdq9HVqRs7zdZLl1aksGdwzrNpo6sddl4PmFusdwEtLo9EC0+fXFCiYopybQGDotNTJZmhAE4lk1eQllmGLqJhsp4uma+8Olvt/A2Hg/udFFEhWbXYTi+BgGcukQpivTbGms/Io8ydN2i1ZJJ4ow8LhBSk83Go1HPGE8THAuarRqXZxE7fRUkgcUogkIkXAn0u9vExYLxKCRNS8bjKVnuQ9rDMETW65hWzcFXcgynQc2SkZScpRvihjGuH1Bud9AkAUVRWa435LmGooqQ5zx9fkKzbdKIBfa6HcIsRFEsQiVltQoqt/fVgn0n4v47Xc5GGyaLNVlhMp8HFbtDKlAbFssshQJ0uWD/oIGslARhldvTb2u0fY3p3MMNI1LTev1eSv1Kx/55lXlOuPHIVR1dkhHTAltVSVwXX9FwalaVoCqJ/N3f+Ra/+OMfk8zXPPrKG3RsiSdXL8kzgwd7HWbnGqvJkp7e4NViRppJ9AZ9mo2UF8+PkYqSfr/PerEmzhPqTh3X3yAIApPJHFES0E2DaOOxv7cDqcz0ckahrPCCiMPDfZqtLk/OT/jON7/Bp4+f0B3UEBURRW7RaueEyRX1tkOv02dQs3AbAp6fMBuNGfTanJ1ckiYpnz5+Qd0y0VQVoYD+foc4CygzAU0zadg2cRSg6xqXkxGioCKKEroiM5vNaTdb2KZV+Q0ELqIgs5zNkIqSvIxv9esKWVKdKvs9C0WREEUNU3cQJZVHj+7x+PFTRFEhjBIm4yWj+YJmu8WDO/v4UYzr+QgZTFfVzRFAU2RqjTqu66IVKmlegZFUiDi2zbMnl+ze2yMtBcS85GY0JslzyEFBIM9vLfKSElmWMI3KKV+Sc7IipGbphGpGGEUohYyiVPNQXVfRdBBQ8YOELM3J0grs0iSnKHg9ksjSHENVSIqCIi2hLBHE6kYQhVWXWQX4UVn2kb1WQX3evYZBtdS6GS8o8mos8PlBP4z+BplSB4c9ZFlCzkQsXWcZBSRhycoradoGmiyxmYmsZzmDnowpSTw8OCLJIsw85+jRO1x6a66GF4SRx2GvwcP2Nn4qEYsKL15es0oUwjjB0GvEeclssUKvlTi6RKclsdnopFkbVYBvfv0OB70u8yjk6uYGNZUpERgMWvTLGpGXYd9psnGHeCsJzTaII52kiKmlUK8NuLq5pNPoUtdKdFvB34jMljF56eLUTKLUJ81y2r0WhqwRhD5+uGZvZ5fhaMFksqZRN4mSknbDoigyTMtks/KoN3VUWeDicoZuSlwOZ4RBwnwm4fse3ZaEvOeQJTGNlsNq6XExv0TMUlrdOlkLyrTGcpmShAKPPzvlS18foKkyazcgJ0coU9JMob/VY7FZUTMstvo1IjchTgsSKSGKSppNh9RfUbdrGA9Umo0uUXzBcDkndFPu7Nt0EfB1Ey9cs7PTJys3WKrI1752hx/84AnPno7pNA02yxBVK3n46A7ecoXl2CRFQRCF6IXMdLym121zNvOoCQ1qLYvpZUArqVQleZhw8YtfsHI9FCClMrHQHZtaUaDVagRJjJRk1azVqByFRFlElCWuzq6QZYnVZkLh9xguQnYO3kVbjPjokx/Q8TNqtTo/m05RTYc4W/Lq5TGSpBJEMbqiYts12r0+0WaJqmvc3Ew4Pr1ANzSyJEWWJFqtBpZtUDN16vU+88UaW5JpNxwWyzlf+/KXGF4M2Wwq7nJYeNw7OqJe6xF4M+4c7ZKuMzaLkOlkRL0QKMqCxWKOVatRa7WI4wgoabZ1klVGEiXYVo1EyknilNwqGd9MKShAUyvPiNWGMIqQS5nxZAhI2LUaLaNDp9dlsVjirjYkYUhDV9nb3Wc2GTPY2eHF0+ccHuxRkDKaTLEMi8vLCyxHxTIcwijF9yKCIOLp81f02i0kpcB2bDzXo1G3CdSEJEmp1xz8wMeyDZIkJU9SSl3BqensDNqkacGfvrxEU1VugoisAAQRXZfw3LiKgokr+tL11YLVekNZipQFNOoOWVqynidkt92lbkgEfpWysZyXr+Ojy7La1pdlSRJnlem0KFAUJUVRUIgSRXq7hLqVjZaAJH0efQIC1YJJluXXYAxV10sJSZKTV0/gNwLofxGgfu3OPdZFgBJ6PGjvIhQvcOOYgSSzWaX4oYIh6tRrNotFxkk+43o9RRThzu4bbEoPXS25f3RIHGcMvTHi2mG/cUCcjNDVEnSFME0w9A6LxQm2KWGIXY7PJkyHGXVHpd/e5f1ffcJy1UQGgmJDo6Nx9mLFHbOH3VOQZAFNVUjyjPF8AZpKnEpM5y4tU6FeWkwmN9Qsi+lizcnGR5IrxxrbUjk63GWyGhF4AkHustfvVfnvmURdUfDiOXt7LdI0x3Zk8iIg8zP2txXWSYTuZDTsFroe4wYQhSJpIqCpDlkWI0UiiqVRSjk1yyEIYoo8pTNoMB0FjCdVZo0ogxsk1FsCO4ctFC2lLBWCEGQlpcxL5ouY/laOoThkcUFMSRhGzFcJfiCQJCFFaYInMpwu2X+zyfnpOW4Q0emZ2I6DHyRc32xwugbXNwGytEbRAFzCOGV/r8fFcEqcKiyXAradMRqOMR2dKA1Y+xFJmBFsZMJYYzpzUUqBrYOSLzf7SLoKM5dE1Sg0helkRp7lCNxG/MoSmW1iqDLNZoN0Ooe0QJZVJF1HlEXyLCciJcwSdKkkzEQetA/58ORTZievmG9ctFJgLOWcnoxZhjEWKg3HZLoY4bkxpmlRijnj8QhFUTg43GM2ntLt9wi8yrl/a9CDHMyGxdagTRpHJFlJf2eX6+shs6WL63rcjBcsNi6maRLkIVtb9xkMdhAimdliycFOi2W64dNPnrGJAzp96LTqiKaBO77BchoYhsJWX+PmYso4XeJoTa6HIzRd4f69B+RRwL07Az56egxFSRzPSNIUSVbI85I4y2k4GqJQcLR/yGo+x9YsNuWC3lYff+1zcnJGGIUglNw7OiQtUhRZpV5rcrS3h+/7LF2P+dRlvlxhqDpBEJHlOb1Bm9liSRzEhH7E/sEOq/WGm9GU1XpDp+WwWLkA2LZFdJvl9NniJTs7W6yWKyRRxI9DsrSs+PSldMsLlbA1sSLPFxD4ICugqSLD4YLFoiLSN2oaiiIRBhGGqZDEGVlW/KVZZlmUFQ9XqrbvYilSFlVHmyY5qiqTJGWVISVWdCiollFlUVLezgPyPEcQREQRVFVB1av5arrISdMcQfhbBFRxvcGTVyySFePRCk0QaNsWURaj1UT6bRsvKpndLBC1Gj/+bMzOlsVO32LhLVhdB/Q7JlJpoVsGsniAGpWIQo4bhni+i6Cq1GsaLy/PqTk6mqJj6jbvPnJ4Jszob+v86CcnPHrniEzU8TIBU9epORp3H0qUeUSalYymKyxbRxFVwrBOnCTIiBzuDUhjjyc3E3w/Qydm/9EW/UGPJE7otmus/SVxFrCYugR+SK2m8uLkFa1mh6xIKZIIxZJAyDGMAqGUKHONwcBGlFJstUQUZDIhIkhLyDKSGLwgp+GopFnC0X6LdldCFCGKY+IIClTiMEFGx+la2LqIKOfcOdCIspwgynFXEbajoWk6y1WBrJg0WnB6MqHRtDBUG0022D3o0KhH6GodL5jz4tmEo50+Sbzi+NSl09NJsoI4EllMImq2QG3LoCwFVElFUVTqhszVcMl8qhAm4DgaUSjhbUJKISKKJRRVgVShKBVESUSSCmQZgijhYK+DbIqMFhtauyq+Y7PVcZgvXIKlCwiouspBr4slS6jb/crQJkhIp6vKkYlqhlUUlaOQrWk09vcIs5TNekk0vaFX22IeBvzy8RlBvKIsZRbLAASFWIyYrjYUZYEki8iSALnAarWh1WpycXbBdDhFsXT6vS77Bwf4wZrVbM1Or0ueFQxHU2qGxeT6mp29Xd7/4DMc22Y4vMTdRPR3dvj6t3+b2WyJIOm4achefxdB1RiN5+j1GrEns/YTrsOMllRgKBp1x6DbqTOeTjCsBt39ghdPz0nLArM0efzkMXmZ0TTqmHqNhIztfgfVlBjfrJnOF2i6jK4b+KHL0+dPCTyPre0evW6PvMjotGogg38ZkOYigq5x+uSUvCi4e+eQIPLxXJ80ikny6gZmOyZBFAECmmHhbi4pS4EkzTg/vULTVSzTwHV9FguPNM9xHIvVpnpNK39RleViw2rpgVAtggBUTUXVSmQFZFHBsGSyNLo1KSnIUygkmfncRRRFVFVCU208368Mn2+1+/+x3XoVuAdZklN8vn0vS/IsR5IkyrKy7ZNk6XUXKkoiqioShtUYI88LRFFEUSQGgy5XV6OqSxW4BWHh19eG18D81wLUs9kNcT0hCFIuzhPeuGOTZDmbjYQiaNQ7TdwQsrwkTa0qCbXmMF6cI4YG27tbCGUCmYeYWIhKySjwiaKcuwcDHLuOKpUs1ilXeU5elLQ6dc5e3pAIAr1Ol1wI+fa37pMlEk+eXnBxvOHLbx2wfbdLYrvEooZIjqoZ6JrN6fklOwOTtOgxvBrSbUpcDENaPRvLltGkHkIqMl3FpPmMQgzYrKv5zc5Oh/19gdFsSRT5zBaVnd10k6PLCSJUipSVR63hoKgyWS7i+RFhUlCUKa26zs0oI05jFEXi/HLG3l6bwVaDZlNldD1FtQTWiwgkGUkKUBUZQSzZuDJmTaIQI0SpitBeezGDPjTaFnGaohQJkZfTbDokYYStpWRhzounK+7fOSBhAnLJwdE+aZwyGflESUgpq0iCShwVJElEITioik7gB3RaBpKQkcYFumGQZgK5G7Cz32Y+ismTlN3mFtu7Jqv5GrMmoxoiRZGzmMaoooRlS0jk+F7E7naLKA8J1gIHwg6loPBv/81PKfOSR7sD5CxncGePmR8Q5wW6LDEroA60FYmZCL1WjTzPkaKc2dxnNF5g1+APn33IalGQFgrXkxm6LKBbGlEG3/3eN6nV2/z0Rz9meeVRFgVZUdko7raaTCZTjg52yARYTReYtkO33yXerBj02qwWC5q9Dl4YoxkKve1tPnv6jEwANwwxMpudfo+tXoO2I3PQO8CsD+hvDTh78QmfPD1n7XkUeU69WScIXO72txmdndGptdhMp2hSTKsp8uL5hNUqQtZ0wsDn3t07LFdLFos1ZzdTbNMgjhOCesT29iFkMtPZgsBPkMUQTVZZTJc0mnU26wBVrUBuOp8iyipfevcNFosVZZry3nvv4PsRaZpydT3BtgwMTWG2WOFYFovlAss2UbKSxXRGEMWVGQwCuazQ7jeo12tcnF+TRRliLhJFMZqmUpQFjmNQFiJxnFTST1HAti3SNCdJEsKgcnoyDZksLZAljaKMEcWS0E8pyTFMiTiqHKK8sHLlEiURIZOAv+ySL0ni7bH/8+N8NZPNbilRJZDEyW36adXBlreXkCWJNP319WRZQlYEihxsy0GSJmTprXF1mv0neaf/RYD68dWSuq9Rr9l0OzGTTYRmluiSThgIDKcuviczn06Q1gv6doP5LOHB3TfQJJHJeMi797a5jjbMghFHzoBOv4NSrlkGHqqkVl2jKrK/p6GLA+bXC/R6j9n1OUc7MpusxHU3RHFBx7CI6zmpmPL0eISlSjT6Gkle4m5CNlmMqRuURUYR+JhmiOfl5IXNyycz9vpd6t06WbxC0SPyVEFEQlEE5vMlQZwTBBq6IrHdH1DXdRS5IM1EREGkoUnUzQaOpeNHCbkosHZjgmRFw2zg+QmKVOe990xubhYcH/ts9Tuocowkb5jOEpqdJkEUYLUFDE3H9Vw0CQQFklAkXWa0+x0oQkwjwbYkVLOsDCw0gdAPcYNKTtju1pE1GcvKOLkKUZQLVCOi21LJ0jVBEtDvqzhNk4yYhtXkxYshSSYSxxlrd4Nl65RphK2XlIKKnmtQzDAclV63zejqjJ0dm8lizaHi0NmusVjMEYQc2+7QqmsUNZnZcsVoGtJqCKQIlIVAqSi82ixwrwLCvKSnyShphnNvn9HGIytKBETiLCUTBDqGwpuDJsc10PSAN956D1F0OD6/oCxXvLwespUb2IbI4+cXKKKK4Vjs722hGgs0pWQ5G2LbJr1Oh/FkRpJECCh4gY/vezx59pJ7d45wfZ+zFyfs7Oxx8PAe/mbJauPzyePnqIrMcLxisYzQLZvtvR4XF+csF2tcNyAVcwZ9E1koyYopaZ4iIzHY2WW2XHN+dskm9JCQKYbXqCLoecwKES8U6XV79AcFW9sq66XPfLkiCX222i267SYnp1e4nk9a5ozGS3q9DudXl2xtDRiPJ4iCgBdESIpcWe+lKa7rEwYBoijQabUQSPn2N97l+fEQSRTo9+rEhYy7cqnbJn4U0ek2URSJ0WzCxo1QFZlVFFYyTVlFVgWKQsD3QzRVJssyVF3FMWskSYrnBdQtg816TZaUZGWBLIrIsoQfhNQcC0mG0i9I05wwSmjULNqdFtc31xS5iKYLCCJEYU4cVTnP2V9QeqVK1VX+RWD7vOuEijuaZXk1RroFU+FWw18CFAVpUvwlIC6KX3ecRV6QVCwrXrx8VRlYS1V6hShVXNXPtf3cKtP+2oC6jjJk32TQbZByQ5xIeIscqRehKDmaJDF0XfpdnZUn0apbxKrKp59dU2QyWRKw2Jyz1W/S72whiw2kPCAXmrjJAkkSSUqI3YTZZIWlF6gkPGhZ6PqATeyhqRqZGTPo2yRbEm3XZhOuKHOFs+GMh6JCWUqUWYak1vA2KVG6RJRSdnZsRpMbwtDA0A30usHF4hpTF+j3TSzVRBRlVMPDcVrE6Zpuw2S6CrEMHdPQCOICw7CRxJy8yJgvh5iGTOCnyAgYVkmcqiRlQr1lkKQxZZmy3ZMRhTrLRUKjaaNIBXrNAaFElgQatk6alUR+iYpEGsmIUsF8EpEkC5p1kaYj4toCGjWyIqfV0YltlYGsMJktmG88wjCkyGs02yLLTURdjJmsYq4uIAtLTDfhWlhwcH+Lm2WJKpvsDhqU5QLLUIn9hFbbJM1KlpsQQ6+z2kSUkce71n06fZlOR8YwHZarNWGQ02rXKLOQ+UlM1+jiGxmXZzH9XoMnz6558KhLlhTYmkZ7p8XL8xWCIOBZNt39AdezJbkoohs6iiSTpzJylmEKKU6esFmntMQ+g8YuSbqhcFc8/fScThN23ITrIKHZ7aDqGlEYcnw+ZDaaMej2+NKX3qbVaTG9afHp4+dMJ1OyoiAvC5r1BnGWkSRV8mUulDz57GPefuMN2s06s7lHu9nA0HSsdo/x1SnL2ZqaXefevSNESWa9cUkLkavRiq8cmdgNi1xWmbsi7//ilxSixPbBHsfPn9PqOHi+h0yBXHOwlRp1p8nJ2ZggCXFskVbT4fJ6SGiZTMcXDHb7SKJEs24zHC9o2hY/+/lHWKaBbZUYpsp0tODhwzt861tf48MPPuLZi1N8PyKydfqdNlGUcnl+znS2wAtj6rUaTVNnNvdoNGwMQ+N6OiLLIItlDnb3iJIEd+MhiCW6IbNa+IiSiqoqbDYepBmqLqIICrPZDEkUUAQV3/eo2w4ZsF5t0BUVq+GQxBEHewPGszmSKLFauWRphh/GeJfXiGJBEmeIUiUVFQRug/RKZLGy6cvEauzz+WJJuI1BUVTpdg4qUGRV5MmtZAqhLFEUmfSWmfB5CcLnS6z09fhAFAQUTUEUK5rU50D++bipKKqgzrK83fQLVYf71wbU/Z0GlqUxcxdkiYgmihRZhr8SScIE15dwGgqq3KiOgGnBdq+Jooaoap3rGzgfXYGYUSQtnoZnTIcbGq0mja7Kcrnmzh0H3RTY2z8gL1LcZcSffXTJm2/vE2c5w8mSRkMnTSu/l1pNqiwBZYMckV9+doxcmOzcNyjinMk84mi7wcFOg5v1jPt3HdbTBLNlEKcxtXqN9SysaGCtAlNv0lT6nM19vEWJUBfQRAldLAmThCjL6NsDbuZzhusbnLqEiFJFdGgli4VLzRJI8hRda6BrOp67QVNbrNbXdLttLi4uaXdkVM1huZhRb0qoukjiw8FBD4SIrBC4vFyiaxKyKjFbJhSoNDSH2cpFllVW4yWqapBkLlJZEiQF04mH7xcYpojtmKiKTbCO6LQ15qMCzSmp6TbzZUiwirAaGpPxDYqR0s416rUadU3jehRxeVHQ7i6xrRaxsmK5vsCulUymayS1xuXFGk3WkIQcxzFZRh5T75I7D3Y4OmqgSAKq1kFTFDSpRMpViBvkyTFmr4bZbrFMYlTHwjFlFFlBEiXirOTuVw9wsohS1/m97/1DBFWi4WhMJhFxUvL2uw8xgiWybvLiesbv/Le/h6GqPHrjEf/qf/3XBEGMYtmEaYZlOqzsGNf1UTWdtmMRJQm2bSMIEVu9Llmec+doj6vRjNlsgqTr/O7f/x5/8m/+hNOLK4z5gk6zwe/9N9+k2XC4urpgeD3m6HCPZqvLdHjFIhURghBJLJkORxi6Rhh6dFttkt1tZos5u/0euqKwWW5IKBlOhpWrvKjw6viSfr+FrKggSzi1GqPRiFq9he977Oz0qNUbxGEIRcn9o10++STgzs429+4ckiQJN+cjAExH5eDwLkWWYBkKTqtFu9dlR5bwo4DFfE2eJWimTBLHBF5EGCbkecHWdo9uu43l2JRFznxambgEQUgUxai6zGrjk5cFihrfdnkCfhIiqxJ+GJEVBffvHfK1Lz/kz370PrptEMUps9masiyqDk8QSJK0knBmedUppgm6oVbz1Kzi0OZFgSAJyEIFtkVRLZY0XYWyRNUU3HVw20FW9ChZll53pWmavf5alm7np8JtN5tWXXAVCVPRqpK4svj7XOv/eQdbCa3KW3FI+Rps/9qAGsYeaRwiqhJd1aEwfIJpSRymaJZALgToskKJj6w5lJnBOlihaQKeN+HBnSZpYqNTZzRdUMgl6yjm5ONnvPulXfb36kglTJcuXauJZtewdRsdmfF4CiJokk4wFRkcNhht5izXGzw3oG6mLBcRSawRxT66WCeTdURiZuucq6szNKeg16sjGiVhXNJttXHXGxodiSwruBxvMPSQ1aogy3QG/bsgrLEcFT+OQDawNI1N4iFrBrvb9xiPrggI0RURxzIIRB1DrzGcLhDMFWEic3K1YTabMZ4sGTcWbA8MCmSWU4/BVhPPd5EdGTfP8PwAkoQgyalZNmGUMJ/51PQ6m02GroIflOzsmASej14rkbOSNIS9VpM4BElViKKUB/cMVpsUS2vy/sdnSAnkObQ7NbyooChiLNPkZlqiENHEIkw9JpsESXVwwzlPfjSh06nRaJVMpnNa7RqypjOdeVxeuGTZgnfe7dHuNjl61MZQwAsjGg2RdqvJzWSCoqgURYlimJSk3L2/QxlXYWn1uoCgQLYqCdKSMC3RdI3LxxPUOOXbb9zhjpXzcjJC6zTZb/VoBr/gZHWDFcTob26RlAXbdQNH0QjGY9577z0Mw+bhvQPu37nHzdOn/PCzzyqD4QI6LYsgUtnb2SMLfW5GE1r9FkWZ0G3anJ1cMx5O8VZLLm9usCyDVrtDvF7z/NOnKLc68W9+7Us8/fgzJsMr7j54yNn5FZ9+/AkrP0bQbDo720RziVevntJymiiChB8kBEXIeDRF1mREBJK8wGk0ODw65OTZS8I4pigSKERsW69I8s06ulnjejSlVneIw4inj5+TSyL/7X//j1nNl3z2yRMWoYuuGzy8f4ff+d2/wx/8qz/g5ckZpm3hb1wuljOazTq1VgN3syIMQ06nC4RCJE1yDE3Fc0PcVcB0sagAS1ZIs18vbYq8QFEkJETSKEdUREQZEEuajSZpmjKZzJhN5rz/o/dpdxqolsZoNMUwq62+LFd5bXleoCvqa/cnASqf0QrbEAWB5JZjmqf5rUS0Whx93kFmfoykVF0qgnBL1v/1XPQv8kZlRaYsq+4zS7LX//56rJAXiIKAqlYKq/wvAGYlZPjLR/z/8Pv/IkDNi4zFLAZJIHIi+tt1ilQkSVKyUqLTcYiCFEkWyEKPhJLJyYzpJOTB3X3yYkPDthElH7OlEiUZdk3j/t2vkxUuNxcr2q0d8swkd2QuR3NOz4dsb+0w6A5IYh9Z0BguEo7PfbbqAqFqcrMuaTdabO3FeNGCg/19LoYjojyhYe/SHxi4lkRZFoRhwWzuImU5cRiw23bwypRuo83pdUSa6jiORBxHeP6YRsNkvNzQqdsIZcb5aEbNtlkHa6yaiuU02bhrLm9c/Nij19lHVwQOd3qE/grD0okyj15PxLE7IBY0GhrIKb4rkiUJGz8H0aTd1kiTgvUqYTwPsGsBYSSS5xJib8PwIkQUcvqtGrPRCkXXEIWSmtnE6qiMxj69poGsNjHsCNcPMeUSWS/Y2Rpw8nKIImZsFnP0xjZutsIMYGdXQdfa5EWMY9cw7Rof/OqSL735gJ2Bh6KEnJyPcJwmw+EGXdNYrTbUHQPXh9UsYOYoVeSwXIAmYtp1ijJH1WVkLef8dMP+voyfXzPYsbh5FvKw02Z+PWVtRfijgsHWPpmjkeQCN3MPy7KJVZnZYsRyM2P+OOL48QuC0QS7JnEZycyux+zeOeL8aoRSSvzq2TH/9L/7J3z9jUf85Kc/ZTGe8OOf/Ryz3qCYVvSsydzDNHUUVeX68pIwh+XSJUlTNpsQL6p8FD7+7BMswyJOUkY3Q8oSxtM5mVCg6QbD4YiHD44Q8oz1ckPdrmM7NSw/YLl0EQIXdzEjz+D0+goKAUVVcdceVrPOzdUQRNB1hSwxkOo1Du4dkeUJ08mcMEzICgFVVpiv5tTTnGA9xzQ0bNvE1FXuthtYusjaXXN6ckFds8goIMt49vEvePTmEVubHnFa8PTpC8Igomk3iIsAQRApS4WykJB0aCgN8iIjjhJ6/Q7LzZqiLCiEAkmqjJfzvNqgx8mvuz5FkCkLEUEQieKImuNQr9nUWw3ioqTTaHJxcc5qPSdNSrK0BPLKRq8oEKWKbC/dqsPSPCKOKoqSrmuv86WqrrF4nRVVAooqvw7bS7PKgg+hIvR/DnXVtasOVBALTFMiiUWiML9NRuW1Jl+4/fnPn6eiVNcvi6IaHSTpf5Rh8FeV8JvE/v+Xf/6oPHkVsHO4RRIvmIxDFm6GoUiouk5WCsgobG8fMBrOEVE5OZsiylV8brfTIQp8tjrV8DktYHgdomgaRq1kvXaJQhVVyrl/uE2hhHhrD8NS2Oo3sJ0GSZQwnsGrVxfsbbcQVIn5ZMX+XgPNLFDlekUOlmKuzidkiUi9JZFnArpcQ5J0Ar8ykjUboCkupQRhWBIGCmUBpgitbRtNKMmVkuXKJwoCGnUDXTep12yK3EeWNWzd4tXFMWJsESsRqgKemxDGAYO2yd72XUarIYEXMZ7MafRMZjcFtYbExx+saLYUbFOmKCQ0K8e2TSSh2vonRUGj3mB046FqEXlhEwc+aQp7+zq9Xp3FZoFcWgwGDZbekLrS4NPHHg/ftCnFAFNtokkxj196zG8Sag2BvTsdLq6WXF+vOdrrMJ4suXPUpddzyAUfyAnWArNFiqpKtOoNPv70GtOWGY1WZHnBZiUgiSX37zfR5IJOt0EpJKRZhKKoKKpCve5gyCVLN4RSoxQLAj9AkkXm44J2R0cghUIgTlqwyUEU0foDfvFHP+DooMGjr+/TajnIIahexNWLEc+XS4I0xVuFKLZDrTfgq9/8Kh/99M8pVZOjO/tcnFwSpiGCXHK4v89yvkYUJZbLFb4Xcu/RPUQEfvijn2JYNg/u7DIaTRFLiPKcbrvB2pvzD/7e73F5ds7u3g6q6fD0xSlPnjxGUWSuL64pkpRa08I2bURRRJZgsDVg7XosllNEsURWCxpKjagomcw9wihEUAzCzYatbosoSxEEkdALObx7gKlpPH1xDAis1ksOdvfww5D9hw8QELh6+Zz9vS12trc4Otxmdj3k+dUU1wvIkog0T5AVCUsDQ3do1JoEUUoQpzx/eYK/9mh1G0iSQhi4GJaEohaUscXpxZBGo0bNqkIywyR+7VhvmBqBH1ZH8c87MFnGMDXKMqMoSgxdZ7vXY7V2CbOARt0iDCrznjiJiaOMNE6rjjIvX89BqxloZWLCLXAapkIc5UiyiCQJZGlJlmWvAfBzov7ndCgASZGQZYkkzioQVGVUTcaxa0RxQF5kJFGGaRoIosRivn7NZa0Q8PMOt7h9ftWMtMgLVK2SIv+HCBlF6V/JnfqNgPo///OH5XoCpmVxfTml3lUwnYLNvKBZ2+XVqzU721u8PL4kDgrefLTP+588JYpyFFlEFlQsS8ANA/JYQtMUgjTkYGeHwZZDGMHO9gB/vUbVBEoxR5ACDENCKCzCuCBN1jSaNT59fEXNbrKz3aVgTeAGaJJNnCaIoki4FsnLDLsGfpRBpuBGS3SjzvHpkMFWja9/9Q28zYRWy+T44obAL0kiizzKke2QItMxzYJuz0RCQ9eqFzzNBTxvw0HHJiHh1cWYzTpEVmX2tjUWXkHNMikzGU0OWcYJgbfGMhVajsPN0sddZ7x4HnJ01GG1XlFmJU5dpdepE6YhYgEIBlfXG/Z2Wzx9skA3wDRzEFQaDZGaoxL4OUkMzU7l5xhuNJxmQRJ5tNoOSVrQrwmsI4mL4RpJVFCVFEU2uBp5FImGrIaYmsn2UYmh1Yh9Fc9dY1g5USBzce2xmEasXL/i6AkqiqZQSiG2obKz5VRKHgGaLZM4zmg3akRJiqyCv/GIIpUo8JkuEvYOTPyViOsWHN1xyAoBU9siyC2SKOaffecr/F//H/+Cwwc7WPmCXu8+1y9PSNKQfBVRtFpkpUCxXkO7SZgW3L+7R1LCxfUEScxZrFZMpy6dbh1RFigTUGWV9XrN4dE+7V6bjz/8lFq9wT/4+9/jRz/6GY8e3OXfff9HhEFAiciju4e895UHREFKrdMmTnKuxxtevXjCw4f3eP70JZ989pSaZdLsdxCLkjSLqdcsBEHE9WI0HdotEbHU+eTTK8y6gyyWrDchtuOgKSKSILGYL3iwO+DiZkqSJQiijGYaRPEGUVCIkwKlXudL9w5p2Dq+67Nx17z59iM2bswP/vTHhGFMWRT8zm+/x9wbQWbSrMvYtkleKBhmi3qjzr/8V79PEFZCFkPXOTrYoSgzVnMXL4i4uBqBUIHI50dhWZZeK4yA15tuRZFRNeWWEF/NRmVJvuWEiuiGfMuzzm/NcCq+aZaWr8PusixH1WTSOEOSKwcpSapMdOIoQZYlJFlEQLrNdfr1cV6SJdI4rVykSl4/pmomWy2RRFGgXncIwwDdtJDlguXcQ5KgKCrwFEThdbT0XwmO8B/tTn8ToP7GCJSe06HRFfFDn3rbwFF1epaNpIo8f7lmvYoJgoJBr4eoFIzmM5yazuHOFpqkE25CilIny1VupksyStrNOifnV/z773/Ei2dn/PAHv+D8YspkHPPRx1dsZiXuJmG8GBInCwpEZEFjv7GDrpboxpKyiBGR0bUaR3cekGYyc29NlgekZUaUxgRxytVowcmzIfcPdtjv15ldjVkvQq6GE5LYZ3vLZmdPp94zmE5Chjcjzp/NefFiymzhMl+HyIrObB4ShhHD1RI5N9EMgwf371E3TbrNfRy7YLWecnEz4/hqiS6ZDLo1ZE1DEwQe7u7RshsUBaw3Cbops73XoN22iJOc+SRntRTQFIkij3ny8ZBOQ2G+WuH7AmkCaSqymG4IvAJFMMhDkeNjH7upoMgScS7jJxlREjELcharAEOTKeKM5TwmzxQ02eRmvGCzFpjOlihCkygWGN8sSXORJFOQFYOvf3mH3/rWXWxLRxI1ju4c8M1v7uCYBpdXPk+eLwjDDEnUWM4z8kzj/GxK4KbkiUC73uPxZ3PGY4H1qsDdCGx8F9202LgxjrXD+GZFmJUknsf/99/9EDePmc8uOGjvELhzanct7nzlPRJN58FX38HYGXAtJjQP73I+HvLLj55wPVlwfHxKjk4SlTi6xmS8QEJBURSiJGTteZydXXN1PmQ+m+O5a45fviDwQ37+k/dptlrkRUkSBmxmc8bDKZv1sooyjiM0Au4f7WHqMrajk+U5iAKDbgspy9i4K1zPw3cjoihCUTQ2m4Qwken1e0iyhiJrSEWJmOX4vk8SxeiqxsGjO4iSRL3WoF5zSNOMdqdHFGeEYQixz/XNNd//4Z9zfj1i9+iITnuAU6tRM3XUPOP+4Q7/+He/zb7d4Oz8nOcvp/zpn33KfD5neH3O9XCEYVoIqkGv26XdbDFfeKw3MXmZUavrvPPuA1RF+UvgkmfVEfhzIJWkChwFseJ4iiIkcUGaZERxQhgk+H7IcuHd0p8gSVJkhdtOM79dMBUVUN26QFUJpCKiBL1unTt39tjabmAZJoquYzVs1FunfVEUKPIcVVOwHbMCXklEVWUsy6yEJvKvfUsVVWa9CbCsBpqmUJRi1e0Wt64p/xln+f8Ukf8/rN88Q00jlLKk3bSQRYGZNyfKVJotDVPd4Wc//5Drm1NUxeYbXzvkVx++ZDL20cUYFInmoEG7V8c9C5BlGcu0SZOcQbvFQl8wni05PGyzDkKQC9rtOjfjGfuCRSmXtDotZssVP/7JE3RBo94rKJYdOv1t5oJPkvo8eT5Bkix0R8U0dQI/5PxsQXfQptdr4499LCROLlcQRbQGOqogECcCF2dT7u/dZZlHZHnGoNdkOvNYTTKSdI5ligh5xun5kE7TJBdMlM2SRCyZxiOKFKbjDVkJrgtCUaIqOotNSKtZZ69TZ71ZsBl5rIMVulHSdAQ6WxbeJsc2ZEarkCgomPsemqHh+hmqJRIkAXXbQZRLBEEm8ktazQZPnizp1GPstsE33jtguXIJkhjTlNgsVlh2A9dVCMIURZJwgxiEgrXnVsuWpsVyHfLb39lHE2r47oZH97tcz5ZsliG6VqB1UmTD47e+fcDPfjLkxasLTLvLO2/dRxRuWK7nTOchF1cbDvYGXN2MiMKMwwMZu2YgIPPV9yrn+cVQIV0LZIVCv9PDaUbU9QTLEth++y4vj2U6nT5XiznD2YIb7ZytJOKmbXE+ecmXjwYYScj9owPmsxGmLlGWGTezBSkCcgGmY9AV+uxt9bi4uuLk7CWG2UYCNF3j6P4RsizRHrTRDJ1fffIUQ9VJ8pyDwR4Xp1cUiMzdgGUQoxUF5x8/wU8yEk2g12zR7/X50Y9/Sc2xaTbqLJdznLbDaL1AljWiJGK5XKPpAmWU02xnjMdTDEMnk6qmxHQsOq0O08mU0Iu4Hs7QLI2LqyFRlCLLMqqm8ujBXebLFVEONafO4Ks7bNZrFEXj4GCPpx9/jB/4mF2LZtvgT/7w+wQZ6IYOooioKDhWnU8+eUanG3D/3j7L5YRGc4cP3/+AtEhoNNqURYllGGhyFS/ie8Hrz35JZUqSpfnrBZB0q36qkkSz2wA8AaEoMbTKLEWSK+VUEFQy6fB23FYBolhdT5ZeH9nzrPq+Ua9hWgrdbpO3H3yN9TrhJ7/6mPlihakbZJlPvWmQ3rrxZ1mGaVapwZJcsFlVSq8szYGSNI+hFBCKjOVsgWWZhLPVbb4Ur31RfyOYiiKqIhPFCaJUOWr9jQymZ8sQw4TV3KcQFPxQoOko6HT42Qef0N9SuXdf5/xkxeNPUgbdPoaecX5yQx5ECFJBmhk4toasdjm/HGIYKpQFOzs9pHxFsimotyVWcw/LAW/lsrItFAXIdAbtB3h9oYpXiDWijUyqBKynCZPNOe1mA6FMKfKEDz87w1abbG/vcXV9gW1IdPfaXMxH9HeaFKVGrV5jubiGXAFZZJUsbhMiDRqOw2w9RdPbZNmKrUEH3ZYZ9OrMVz7bu/tkRcRBo09RqCiyxmQ55OwswTFMJLVAKEW6rTqOaTNezLkaTtlq2WiqgWlIKLpJGBbsbgtklOzsOeTlBt+X2axdDvb6TCZTwjTFNBSEMiPNChSxx9PnU5o9gd2DBr7rY5gSeakyvF5iSjqarhGFAYpmslr6bO/UaTRlNMMmiEL2diyieMPWVo+ShMlmQhjkiMucQbtNoxYRhBHLKKJmmCiSzNtv9Xl5POX41ZKhvuD+/R5J2md0syCKMlabDc2GidkzMB2RKEkIowDDlujbTRpWwU//+Dl797cxzJSXr87ZG9RoxQribMieHHP66imtTpObj69o1RvIZgslV9jd2ubFesWH3/8hplnjwd37GIrKztZ+ZXpimbz75j267Q7D4TU35xeIosijBw8IowxZkLi8vuHk+JhBv4NjGHR6HeRtFU2UcNpN/uk/+Wf8/u4W//L//a+YTudIqsknH32KYxq8+5U38YKq85wtN9yMZtRsDako8FYhtmYjpJCkIaosYtsWZS4jisKt+ukQb+0yXSy5e3DIcDrl5maMooAqaSzWG0zTRlV1wjAlTTOGwxGyLPLWl97lo/ff5/Lqiq2tLd5+6xGr2Yyf/PTPGS1X3L1/SLZe8Q+/9ID3r33OPnqCYRjs7x1QSDIP7h6wWG1wajb7B12+881vcPHyMZ+qMuvFhiSaMNjqM54ssBSJ0AsQRfEvbbkdy6iSUpP015r2HCzLxN14iKL42uM2CGMUTb49gqtQJlWH+xfGBp8vjrIsv1UoVcYkgiCQFyI3owW/89tfYXR1zcnNgr/73Xf5/vd/QhyU5FmB78WIokgcVQBdKlVqbOxnlSpKqKz5ZElG11XcdXWD8PyAMKqypdKk8pP4T+eXVvStKK5mqJVxjsX11fCvD6i6lTGZVYqiyA9xbIvhRQjSiDiM0BQHXU9JsxI/KLkcXWKaMqUSUeQShqhgKHVySyAXIvrdDqouslws2Sw21R/cEFjMNyimRhz63Ll3yOXohns7B0wnS4J0Tn+7xo7YYDpcMptGxIsQraVh1xs4jTqr5QZVSzk6anB26mHGNVrNkrfe2UYoCj5zRcgyai0N31ti2zVMtUFWCAwn5zTshF7HRtcL3ng0oMwMdK3BzXhNNrym3+1z97BOzRGIYoGizFAVyMuEhmUTrir5pVSkRElJWhQY6hSr3oSspG4KCLpAIQh4K5fNpsRUDBQhJyJBURyCaERfq3MznmKZBnoeY2oqeQGiUBH5d7dUFDtF1UpyCtZ+QODH2JaDIgkIsoBgQ1pGHN3pomoFghLSrpckqcnCn9LpG+y0DFZRgJCWhGGK72cMb+Y0m1Z19Go1mHtrOnWZdl/i6bOC5SpklUOtPqfekPj6V7dZBgK+FyDK0Gk3CIKI8c2SZquFUFau6+Q6dsumpSpsN2SSvEm/16TZcViHGd//5IRHgzZvPrjP3lab9OISU9F5++4+NynUjQa61qA92GL/YJfDQY+6pvDzjz+l1+3SbLWIsgRRk/nad36LP/6TPyKd5ai2xWo5oe5YIIk4NQdFqPPi5BUPH9zDrjf46Od/zoPDQ/YP98jThHqnRRD6bMKQ3naXn//wF+zdP+CtO3v8wb/+Qwxd5tGD+zz++Bnj9YqzywmObXJ2NqGm6KCVdJoWmixwfjVldXqFKstEYcRssUQUq1j1nYNDIs9luVwzuhkThhGarCCKApqsEPgRf/SHf4ygCEiSQXh6waunz6nVHep1m0GniVUTeOvLd6kpGjfzS9S6zHIVMhlN8aOQezs9dnZ3ePvL71K6N8yunnH3jUMe3cw4OZE5uxjy8uUppmmAZeAHwf8fx3I2X9No1m+D8uLXXaXr+pXPaFkiUhHyUUSajQYlGVFYeZmqmkIS/zrH/i9CWJ5V6aIVsEpE0QZNVbEMi/PTDxitEj7imPv3H/LLDz5FVqTbuWzxejGFIJLEGZouESQZsiYjKxKmaVAWlR2faWoEQUyWla99o/5LxKSfP+b5bIHvB6+XVn9V/cal1Bf1RX1RX9QX9Z9fv3Ep9UV9UV/UF/VF/efXF4D6RX1RX9QX9bdUXwDqF/VFfVFf1N9SfQGoX9QX9UV9UX9L9QWgflFf1Bf1Rf0t1ReA+kV9UV/UF/W3VP8/+spgwkuvqN4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVQAAAD3CAYAAABCbaxBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9ebQvSXbXh352ZOZvOvNwz52rbtWtubp6qG611FJLraE1ARJCyAIjZmEMa3nAi8ezzbMfsAwGbIzhmSWBsR4yILUAgwQPLCQ0taRuqefqmud7687Tmc/5TZkZ8f6IMfOce2+1uqWG1o21zvn9fpmRMezY8d079t4RKcYY7qV76V66l+6lLz6pL3cD7qV76V66l75S0j1AvZfupXvpXvoSpXuAei/dS/fSvfQlSvcA9V66l+6le+lLlO4B6r10L91L99KXKN0D1HvpXrqX7qUvUboHqF+mJCJ7IvLgl7jMXxKRP3Gbe39eRP6PL2V9v1lJRD4iIt/z5W6HTyLyF0XkH3+52/GbmX6z+igiR0XkJRHpfqnL/vcx/bYBVBH5oyLynIgMReSaiPyQiCz8FtV9AOiMMbPGmDd/K+p39f2PxphDwfbfpyQi7wTeBfzL5NoREflxEdkSkU0R+bFDnlsWkZsi8qu/le39zUwicl5ERk74XhORHxWR2S93u76QZIy5Dvwi8Ce/3G35rUi/LQBVRP4s8NeBPwcsAF8DnAF+VkSKL2PT7qWD6T8Ffsw0d5z8C+AacD+wBvyNQ57768BLv/nNe/tJRPIvQTHfZYyZBd4NvAf4b78EZf5Wpx/DjutXfPqKB1QRmQf+EvCfG2P+rTGmNMacB74feAD4Ay7fj4rIX06e+0YRuZT8/m9E5A0R2RWRF0Xk9yT3/qiI/KqI/A2nQZ0Tke909/4K8PXA33Gaxt9x142IPCQiJ9x1/zcUEZOU/cfdkmlTRH5GRO5P7n2riLwsItuuXLkDHcKSTkTOuPr/mIhcdGX/KRH5KhF51mmCfyd59qyI/IKIrIvILRH5MRFZTO4/LSKfc7T5ZyLyT1q0/F0i8owr9+NOC71d+k7go8mz3wacBv6cMWbbjd/nWn37APAO4B/coVyf93e7tuy48fwOd/2EiPwrEdkQkddF5D+5QxnfLSIvuP78kog8ntw7LyL/tYg8C+yLSO5+X3b0eUVEvuVu7WwnY8w14GewwOrr+g3xpLv/gIh81D3774DVL7CPf87xyr6I/IjYpf1Pu/J+TkSWkuI+ATyY8u5XbDLGfEX/Ad8BVEB+yL3/E6sNAfwo8JeTe98IXEp+/0fACawQ+n3APnDc3fujQAn8J0AG/GngCiDu/i8Bf6JVtwEeOqRNPwZ8xH3/HuB14HEgB/474OPu3iqwA3wfUAD/levnn7gNHf4i8I/d9zOu/r8L9IBvA8bAT2E1wJPADeBDLv9DwLcCXeAI8MvA33L3OsBbwH/p2vG9wNTTEnjalfXVjjZ/BDgPdA9p44xr15Hk2v8bCyT/GFgHPuXb5e5nwGeB97px+NU78ML7gW3XF+X6+Zi791Hghxw93g3cBL7lENo94sb+W11//59ujDru/nngGawQ6AOPAheBEwntz75N3j0PfNh9PwU8B/ztLxFP/hrwN92YfgOw+wX28deBo0Re+SxWg+4CvwD8hVZfngW++8uNB7/pePPlbsBvegfhDwLXbnPvrwE/677/KHcA1EOefQb43e77HwVeT+4NsMBwzP3+Jd4GoAL/NfAZoO9+/zTwg8l9BQyxS98/DPx6ck+AS+16kvt/kYOAejK5vw78vuT3Pwf+zG3K+h7gc+77NwCX/UR1136VCKg/DPwPredfIQHF5PpJ165ecu1/d9d+0E3u3w9sAavu/n8F/HAyDncC1L8H/K+HXD8N1MBccu2vAj96CO3+e+CftsbkMvCN7vd54I8n9x/CAs6HgeIL5N3zwB4W7Azw88DiF8uTwH1Y4TuT3P/xL7CPP9DilR9Ofv/nwE+12vYx4A9/ofP3P7S/r/glP3ALWL2NPes4VhO5axKRP5wsW7ewS8x0mXTNfzHGDN3Xt+1AcMux/xL4HmPMyF2+H/jbSZ0bWOA8idVMLiZ1mvT320zXk++jQ37PuratichPuGXrDlZb9H0/AVx29fuUtuN+4M/6Prh+nHbPtdOW+5xrteO8MeZHjF3u/4Qr/+tE5ATwXwD/r7fZ39PAG4dcPwFsGGN2k2tvYel8WN63/A9jjHbtSfOm4/I68GewoHzD0fGwvt8ufY8xZg4r4B8j4bkvgidPAJvGmP0k71vJ97fTx7fFO0maI47vV2z67QCovwZMsEvRkERkhqa9bh8rxX06luS9H/j7wH8GrBhjFoHnuYPNspXueKSXiDyKNT98vzEmBaOLwH9qjFlM/vrGmI8DV7EA4cuQ9PeXOP1VbB/eaYyZx2r9vu9XgZOufp/SdlwE/kqrDwNjzEfalbgJ/gZ2yenTs9yefu/HCsUXReQa8LeB94v1iGeH5L8InD3k+hVgWURSIL8Pq5Udlje1Y3u6p3kb7TXG/Lgx5oPuOYN1oH1ByRjzUewq6m+4er8YnrwKLLk54NN9yfe308e3nZwy8xDw+d/I8/8hpa94QDXGbGOdUv+biHyHiBQicgb4Z1jt1YfgPAP8DrHhN8ewWoVP3rZ3E0BE/hhWG3i76TpwaMypWKfZvwT+O2NMO+Tn7wL/rYg86fIuiMh/5O79G+BJEflex7D/BYkQ+BKnOezSc0tETmKjJXz6Nexy+T9zDpjfjQU6n/4+8KdE5KvFphkR+Z0t8ErT/w18KPn9k9jJ/0dEJBOR78NqSh/DmkTOYG2e78baWz8HvNsYUx9S9o8Af0xEvkVElIicFJHHnBD7OPBXRaQn1mn2g0TeSNM/BX6nK6MA/ixWYH/8sM6IyKMi8s1i4zDHWO2tdve+URIH5NtIfwv4VhF5N18ETxpj3gI+DfwlEemIyAeB7/qN9vFtpPdjVxlv3TXnf+DpKx5QAYwx/xPw57HSfRc4h9VGP5wse/4RVoKeB34W+CfJ8y8C/wsWPK4DT2En9NtNfxv4Pudt/f+07j2NdVz8TUm8/a7en8RqMz/hltrPY7VqjDG3sE6Jv4a1fz78BbbpC0l/ybVzGwvk/8LfMMZMsdr/D2KXdH8Q+NfYCYgx5tNYx8jfATaxzo0/eoe6/nfgB7zGa4zZAL4b+H+4+v8brJ3wljFmYoy55v/c/dJ9P5CMMZ8E/hjwv7q8HyVqYv8xFpyvYEH8Lxhj/t0hZbzi+vi/YQXyd2FDm6a36U8XO0a3sEvwNSwvgtX6fu0OtGjXfRP4h8B//yXgyT+AdRRuAH/Blevr+UL7eLf0A1jl4Cs+eY/fb6skIn8cCxJfZ4y58OVuz1daEpFPAH/XGHPXMKbbPP/jWKfIT31JG/bvWRK7c+2fGWN+5svdlt+sJCJrWMH1HmPM+Mvdnt/s9NsSUAFE5A9htZmf+HK35T/0JCIfwnrubxG1kQeNMVe/rA27l+6l3+L0pdjJ8R9kMsb8oy93G76C0qNYu9ss1qn0fffA9F767Zh+22qo99K9dC/dS1/q9NvCKXUv3Uv30r30W5HuuOT/2efWDQYQEIP/Z2/630bwYXcGQdLbviADRoz9bcBmamvGEksx0qzL5zXSrB4wxl1qRN/5siVp6sE2xnZj68T3MdbVLCn22xgQEYwtsVmzMfaeAfH98M+5ujw94tM2X7dTUFY13cIOTVnVzA361FqjtabI89CgtN42OU2gaOyHJPls9xq5kocjUQ/cw495JIxkyj4DJMTF1BrJVKAF4np7yKCZ2FQypThs5WQcXTOl0O6+EjmQL/b/sB+gBDJx9Unko9h8gx9Zm1+7+gWD2N/uOf9nDCg/kp6VAIMJbRQRRNlPPxCC/5400t3vKX1gBCoj7aFO+Afao5UmJQYlaa7DuNeOlXb505kqtyvbj6drW2kEY4SO0lRGyMX1TyT2p8GQaZ9siw60LOBQ804CCS1KpfRo12l7TqjJzf9QkN3xVAAqs5eVi2oWEbIsuy2R72pD9YBg3KdYlAjtNK4Sy+yeuJLQyv02eIokZEuI5QkewCYlhGNN32c3scB9GsKgGiOx5BSUXb5YaoDkZG6bwBRhwrQRxTGOnxOhfgnEwMe4txnVPmcbkamMIs+o65o8yzBYIOkUBf1ufLbbaY6HNobxdEquMjpFHvslEQAkCCWJnJiA64Ex9mNqHI0TMI1dMBhJaZvgYppNGw5inAk08fwSmAcij7TIrFNQTehqjAOptIiUzOnESdgViIAizeds900A7YgkgjbNhZwxgvI1+4KTWe15SzyvqCjE0/0PEitGjANtySy9jGFSu1xi68/QaD9XEDIxKOy4xCl+exOeBiptAS6FcBOeFDR2439tBNUqTbvf2kT+ziTOQT9vCzSly1OoVGkh8GscbD8HIyFbWBvmra3DI4N9JpI9VU1MAEgPmyEZL8iaZSsM2ti+23ZDlnHouN0p3QVQTehUAJbGxHCT0STM3iKQQRzWiJvPcTA8sHnGC90PAkU8fjXBTRL5nhDdap+JxAuTKcqjplRMgdtgfEXG4aN4aZnOlwTE31ZdCQAR+69E6OQ5OssQhLKq6BadRquSR0MSoJPnKKXcb1dx0pOG2A7gHgGogReG2EeRKBcSEAQPpi1QbksbD8oea1TI6Jg8IRSJlu4FjWt3rXVoX6as3lfrGr+6aOguHpM4JLl7mXggsKDQIo3PeoAud06GdC6ktAVBKVuY8gDvKmzykgT6+5oVGuWeK41C+74aQ+0sdOKEW+VVYQPl25vvAAHs7pQUMG7ly8QEoD2wH8FNVH81AqnlmwQ18MQ1XjGhORABD3z3JBFSkWlDeSZ8enhIeNSYiBUOx3IsH3hN1FPfa6FKOV5IBHgQtHdJdwTUwLZOUhvjtTlJJsJtHg4C3DhAluZNr901SC1hYBJ+dZ1Kl8YR8IzE58IS1k8yR/QGQPl6DxBIDnwL4J+AZ0NDC1PBEHnb0yZ2JSxTxALEbL+HKIVyS+GyKh1A+sH3/Yi/0lRWNUppukURBZZEiW3EOE2/SV2kTW1JLTaO+ZpMnvba1hURrMG47hGVRW3Orzz86sWEOiJ4I35yxrJyJyxSDTW2KRVocXqm8zL0W6DImk1slpckA6JM5FtxAhaDiDMBuCW/SAKmSTuiNmNH0tSgMkHXhixP5pID2Wgei1ooQK2T/oQmxQYbt6vW6pMemMX9lqjFhTno64zzN9TfQHgT2l+45XqRAKdgtdNMafKG5IkFGayyYBqtlqiIRAIF84qnS9Q+m+Mj4X/knbTmxmo2EMlWIJHxwBAANAW+vGjV12KOFFjvBqpvM2zKBBD1vwOY+gF3xLF2RaGhTrr7cRA9AWI5iTIUx8cBmZ+4xk9iP/DRBkCoxD/uR8V4UJeYLbnn7cBG0gFPmDEwTpwQ3sTrJ04cYBMAJxTl6vJg3+t20MZQJLxV5Dn1dMp4OkVrQ7dTkGcZda0xxlDXmkrXdPIcUcKg594mYUxsT0MgSGhj08aUGgVcH8LYOugMxSSathdKKc+2+u7pmU6kFKu9UmEck8eyI9D6slL7qHbXteOZ3GmsoX++Sa0JmFq57CSnaZd1EjCV8yb5oY3CICi0055xwBkBwNdrwdS2T2UKrY01feD4T4HRnhncsBljtVhPr2QupbyXtlkg0frtlaawjaul9LqfbtLMGiHQPSTGkCkhVyaMX9quUjvNLhAgmd8BD/z4J1wX7UjJeKWDZysKisEBX0nTztmETi+hLEPE1UsyiYkgKlheyFvHyqdAeTvg9KbNO6U7AmrsfOyFX54FlT+ZjH4wvTbhuxeANMzwSBJJZ6m34aUoQDLwYQLaUY62G1tfeERSwI0I7cuOYGOilkQsS5JivJabaqZxAsfB9/wRltgiFFnGtKoAKPKCsqoYjsZkWUae9QN4aW21TRFhbzSyg+aWzgboFDmZdo6axlLIaowH+hlJEG2p9oGENr6TQVIdQvMWmDbY29ESA1q31IoogANjehtsogUdyrR4UDENDdVrrWABV4m0WQlwDidlLwVNL+mVMTXh4LHGWCajnAr1ACjSAFy8NhvoaL/o2gOubZzWJgqagE624toaRMlyQetYn4gtR7LDV4CmIe3T3rUyp0In6WgTE0IHMGKdXloLXaUDLaau3x1lyNEHASsZ98ac9MpEQtTQQuNXR01FJo5nUojnmwYseL505bi5nIqYFETBLuW9XTTVOr+QdDcN9Y5hUxFQCOjfVAc81dxHy1MWbXP2flimu/wNKYonWJz0qSfOU/NA98XVGwRtEwBMrIBgGvDFGQtKvkHGLe3CRLot7UzsQGhTkCT2ljGUVZWwayALVV0HsLCainVxjKdTyqpuPGCMYTwtw0A6HiRMH5FAU4vDjlHE3Uvami6bvaCIdQUoc0tD+2z6LdoAmzbeUIyfPMYPS1OD8u31v1I8igI2TlTBaqnBSx6ncrPZSTl+2GK5yVglyUDzmkm64+d38qkwKNEo0c4EEB+P/ZDGN8uXESzCF2nW7/xRLgLAflctR7L45Wv4fZCC7ZRaUtJ50MpFQHHxC2LXBqc45eLNHXbJH9subv4c0o6Utfy3drYUHJLfxkThEG3/Xjs0jeetUmRQhuCZT/8yBZ3CAmmeHxTkbbr6ayaZn+n3IDBvk+7u5TcEMD3gVMDZ6jxdUjByhJBEc4pgltj3EjXDL5m9LSV1bIFJpFcK3K6O1KkVZ3Qi7Nx1n89IklfSJy3Rg0ZFEMaxLxJtpAlQtUmQ2qkmVRVIp1SU1LXWTKalBSzjHE5iJ6ISQVDgQm2UUngTSLTvSaBpY9IaD5rJhDZRKFq7rx/TFEE889jfAcJ8lmQMGgEsrn4T14Qt7cNPRK/FNO1h6ZB6h1uaJwJmgqDJUMZnbdtr4z36Xty58XbaaaI4B5ncMuVGVm6BbbiWzEODBd2oRsT8SatDCmws7etxBeDxQxRhUkcAMIGWqTBp49VBYGv2MaK777BBOYWmNjaSIANEabSxjjBFDKnyirqkZfn5E1okB6ryAsF20fdanJbZbJqEuZ+ugr0j0+YvcOOn7Lj7cCdfWJ77SKSDy/YYpeTwppUv/a41d0x3BlQhsEhguoSh0/CSYJ9LVRScjZQmOKVETsv02qktIZVRSX5H0Yb2i8fJxKFiPIUjzAZET5f9YRB9eRE0U2dUc22ZzCZjmuWSgohBiUJb+YpSKtLM5clVhs41ZVUzM+iRVpm5+M7cr2GDgEkyJU6iVN54m1Ror6dmanZpekai3dkx+4EgP6KwC60Radj1EgUzmRheAJlEo4lAKUleazet44h5dkrmpgBaYl9TsNAOhAxWO/EaezBDRdZMrrdA1VclTjMKzh5/M6XLIY68IIxMkw6mST+kqYmahGd1bRAlqCzVlprtTbpx4PuB1BI+DaHvng6LNZey4JizeTLxDjoXD2sgE+3u2TnrhbBprUTEdSCOYzLHGj2IipqvODgC/fNJZzPidBLll/URGOEgYLbBMv0MLUlANc3btr22013DphrODjeibaZsGmrSiZgsARsjn3rzvGQygci2yAgeqYFbErGeakuBnxsDJA7b01nCAcO3f0icZtjqHLGGUEDoUEKdiLvJo1mWoasKEAoXrI+xQeCGyCDaG0xdxyKjNxnSEzRtYvQ0m5Df97sdBWCMCeMVMcEzugTNvKGeHQizSWHQYGoTgPWAQT/YvqSJtrGrB4oXvBbWrjfW3sb7Rs6UDzyAJfLQuDxhrFKQSrvu9Ce/Ogk845GIZhsN8bq0tOsQ6dGSyxg79sbFc4kQtHzvs/JltO1zhtvT6FCa+T4H9jWhz7Y+GxZlHH9XRhql+/qVGDrKUBs7VjoVoInQ86ntn25KxzhZ5MC3BH9cNpUAqW2LLc4u55tAaqs6HETbTqh23nY5bzfdBVClIRWDdG0ssWmKvTY1vXqROCW8RPfQED5TZvNzT1Ini8S6JcnjH/Oud5rLjYb33tfnQUXSchOn2IF+JD0KtySpKYK974YSRemcUv1uhyLPmZQlvW4Hz8zGQJ7lFlCTchPFMUKqB9NgZvHipqmnxEmSejwTQRIROEzYlBYhKiKt/UBdydj7XElQfxhrCeubCOItM0CcZ6FB8aoT4HGQY9VCxGi/Wcs/GXxYJrWjSwPTTVJeq+igHyhpRplY30CL1Y1vtnHlRp71K6rY7bTHMaIhyyVWnr5roAX2oSt34M9mT9z4JO1IbdQZmkyEUhsyiR5+gEJMg7NCm3FLfWPpkyXmJt+7lMXC9eBk8n6USNugq/gWh5WXbYFyZLExsDZT28EUSJYAYlsz9dcTMtg+1ZDlTWBtl/l2APbuYVOOOqn33U9oL/1TBmsyTDohE9umv0X6MA0QTeuCyPzRaeWJZGiMCBACxYmeRJOAhgnl2IZEc0Gst6mlJI1MQdj1K5RnKw9YlOU5uqocjYSqqul3OogIZW3durXW5CojzzLrERbLNN5U095aaSe1DacyYgPItXa21JS4CVhF3vTM22LiBl2SuhyAHmSw2NeA82GJ68fLj1862C1SBoB1k1vEAYwOoCtkpNWHGoQQAF8Z+1kndSSQFdvradKa/BzyXDp1RA7SMF1xNSJVUuHknZwpJ7UiWMDZ1KV1vdW4A22l1dZ0HoX70cTgTS7iVWFsiBSIDfQ3xm1NtQIs3QCRJmOEGug4Z1W7dQ2ThEm+NPrdXFF6M1lbmBlMANKsAaBN0DvM/hlqCsv22AdtLUro2paV5TGoPxWAfsxj2djVwx1Q865hUw0ODCDVNr2n87MJphGAfK44IdKa4t53L31dHd6ckJTsWKXFnBER0v3zUdlp14HTTFxdIkHXjNBkYl2+jsZk9JI+QaMEsKZlRaasM6nSNb1OB60N06qkquMbOipVo0TR63SoqoosyyJTGENtDOgKURm11tZZFW6nM9u1yiTtiYNII4A+uX7YGLbHPjrBkucChkgooSlOo+MgqoU+q8SyDIjymzkNIuqg6SBpY5yIIAryQ44S0A5ArIBT8dnQNuJiJ4CAD5RXCfuKtYEneOlBgCC4/Vj4MQDv9Gws3pJGSCRSQ7Bo7Rby6mDf28nc9kdMTZz1bbKfwWHt1MnSCDkGbQTltMjKmwCSVCgdOD+tIIx+tFe5PJ5o0uCJhtBN6OGnkWABSoldcahwDkITONsAetj3wC/iHFaSrGKwQq2uooKgNdSV72IEWIyx72C4TbrLTikI4VJpyzy8BKYLPtSDQBfmdvLfa4yhjoNizYSBSQfAZ/EjaKLG0EDulFs9UTzxk2Cs0LbEY50AZnjKjUQTflqahwOCXqfDaDJ1jxi6nQ69jt2QX2uNNppOkdNvb9IH6lozLStmi4KUahiDRsiwjGS3zVmmr7W2ZwEYg9YapbKwhAfTcPqlE7chA1KNP+le1MxMQsOECqLsxPdLKEnpkVKmCY4p1vsytVtKZ6IwaFQLBFNlx9+I4ObiT0nuhe929kjz0UZPwvK0ncl/bQ68ux2RwN/WDbD0gtkDb9qPhpbheDsqARpD1oqekfiDxoPtxiYtTNtvBMQFu4ZYYE97yayGr6EWcRqhnSe5GGgIDevlD3v1MTSiXw40M3FrS0KtMJfjA55nApBitdL0YJLQp9byvaGJGoIzz9tLjRh0bW2tXogpZ/PXGura7uVHW801aKppmJhwOKmT9DYC+1NvN0EqR8+mveb3ZbdtImFihhkcmSn1+kdLZJiC0aYWx8BVJ4GXIlA3bbAWPHxbTBAMnsnDJHJtSu18DeBO7HmhLi8dG+2y/4Pm6RhFe4s9Dgy185Sma2xje651TUZtgTFRYXzI1KS0W1R1rTG6QkRTFHHXlNE6cJ8HUgk0JdQZfvvxOLTPEe68yHGtafJU6gCwXNpgwOYESwdHyMISXGL7APF71v39ZpMayS9NPTn9ssw6KyKstzEMmr8bvANgbGyGDyESB3S+XQmRA1+kpppAmmQ1kVAgVNSIkAAbIpcCDh6APdT4a9rfuX1KTBzi6hLjNbMoZLwTLBdrakm3m5Y6bbFFIpXRyJPE3EReSsc/5XORAOgh6L7VCSUOSBMN8u3so3ddtvW6Oeo3VohyYIq7r6GcmpBf15GXEo4O/2tXvUbo36H+u2ioDkAkTq0GUKc2NJeiRiORk72EbmtCaXRAACn7bIN8ARRjd22d0hzMBBkC6LvMdmBN/E5adygVHxYCfvDTshJNNpndduJbA3hZ1WCg28kREcqyYm8Yt+xobZBKGE+niAiDbtfGXRobf1n0B1ZiGoO7jNbWZlqWY155+bPsn3+e8egW3azHieU+Cw8+wsqJB8izNVSx1AA9H0ER4nBT2goNYZiiTuhhktmb+RqOwMY4CWgdtIUAhK3J0LD2hqh2HJ/4M44kCmMJt/Fsg9hlvSI6pCx944RIThVw46Z8LxsAGuS2Sftuv/uTpgQfnxl5QKWEdJU2d4Y6DUfc9aQeEUEOAYwIHJE/zUFKE8HUP5fcCvPOc4KAP6lKVLLUt7bJblan8NowN+UJcDYAP+RLkdNnSiNNfL9jZIoR69SS9BGXlLI2Tb9zzEeO1LUJS367Y9A+qLWPPY7t1rWhtsu4sLTX2vGGScc78k2FtcE3ATX2O5DsLsB+Fw1VknCm5j5Zr1kcoGegcVOqindsEZfcobkNDSTWhcuXLhlt0RKlkB8SL/1cphBqKcnSCyJFPbP7n+6eia0KmgFE0I7bPCORu857H7Q6gV6nY22nVU1ZV4cMjTDb79kJ47yRldZkWcb+eESnyOmqAqONC/zX/LP/82/xzOd/kZW5MWtTG/g/Pnqco7deY+PoEWYWjnHmqe+F/hHXLwnREVGAENoeRtO0mucGMjqUJG6i8SCX3GvwjMQpnM6xRLbaffX4/fYOpBztlYtlSlc6kn5iAdSDgjbxL3cAJeK2nWb2Mz0H1HezNRRWCBNXSiIaY1JIjnklQHNaprO1JoT0yoWQOJ2kGf4UwSsKjmZDG1/SB5uTP9Ep4g3/nA4tbJQljvfDvHE+i4SPVSKAgyLSqDOVSoe1/ZCmJ4+rVp+9kFEtAiuV8lzsplJOu9SglIlxyK6rBueESlJtLIA2gNL1wSQDEaHP1fk2tOS7a6iO0ZoSKBm7BEzTTIGZPOAmYBcFeuKYwAKVX7oH5k4knh/00Nlw37Wz4aH3wBe98DHayl1PBzNljiRFZ4cH+gReXXYLponwEKGqawo/kTzg4xjUHfCRZfY8VK0NZV3Z06NcfZlSjraGaVkyGm3x2id+gbXtDQZ1hxJFsdLn8v4WS1dnMGVNOd5l9/hLzJ0+0hwY4yCqAabue8Ctpq4f+arB7lZbT8AtOnbSqAI/up6G8YG2jt8gsvsuDdUt4TNXTHv3X609MMS/Oy0XQx/bM0oRw/qa0OHyO7B1GmYQv05w+5/B3hkEr+M37WjnQcNrWz77nVColaLOEgGwhQ54J5sy2kaECCBN4sUpbVrjnYpcnzc+G4fU08DzfqOFSXusjbsCMuO2iWY0tts2Ouc+6spqptpEr3xjRQzBZOEWh6FjfnhTPPX9NeIFYMSqIDKSULnYnLc3Om/vcJQWkWMGEyQlab4Qp9oSPy0pHKx7DRusCc9JKDWxeR5i+PLaWBux0+PACESL1sDG9Pa2svDfNjZqY/a6JFW3NxL50owxDMcTeh1NXdf4AH5B6BRFPC0KUFlGaSqMgSLL4yR19WVKMdPrUJiM/lyH8QSYDOnmHYrOLHmWI4DemlAXGdVkFIYm1fQkRcG2NuOnlElwWAxtFgoCzbOYpPBIMNmI53ov2f1yz9WtVNyfb5BWn31lh7CvNDkwU/FUqdttsbY8JbFfptHlg5+3rdAcEEzhcBgi7YLg9qDmV0Keh0P3XP+1jUXNsshrb8dcKGF87QPG+AOoDfZ4P3/aP3Qas9w0vsX54TtFoz9N6UuoK43sSEnVbp9PhcvpnU0CbkstMRwJ3FK9meJ2T+PyRrRMAxA0FrBDG/xTkmaObWpum0+dzuLw4hDF7cAml2a6y+EoUX5FyEjuRxWk8ZyPAz1AYEkIbdoTVsKz/r7vfGRiP2rGdTZOZNPOG8AusQ8GDSI6pySU6YA9RRofEZCAagTjxCZk4kA0h4x4NblYVjVht8ZBEiSEtLTVBnqDBZaW1ig6mWXEKTCpKFQWHsyXZ5lZfSAQXFJQC7PDhH7ZxppQjwShEnt5oD3hamtCJePVjmGS9votKU4Hmjf7n3KdLzKAYZKnMQHNQRIeSBK629CEDs3q2T/tciKT/Hm8JPn87vTId83ylRIXd0rQVtM3ahy0hR7ahdAOhaYj2pqvASN2m7I3f0QzlmuTeOFuzx6QhiKTCGLxSklCL8fwkZOaDbQBAYbMGAqggwVQD6aCj8SwT5YlVJX9q7X900BJfDsA7nuNFx+CFpundJ8VCZgKQZHy1nhjktWu+zMkY9daUXlnbTjH1+VRBvLbcotNd9ZQxRHaCI09yBCkVfhpfCxnArt+AoaGe+ntkNUxoNciGhEEfjQlras1gG0nlwfpVLJ6M0Bof7qfWhIJ7FpifF5bV3rgRViqplK7QYZggQOsxz/LFFWtG/Qrq4o8z0KXdF01jP+9TkGmogMlyzKQjLkjp5lefJHMdNga1uR7Y3JRTHtL9OggRsjzASksBi0y8ex4bY1E+ja2+gZBZUJZAu5sUt/p5CO5GOzdbVXL8xJgHSR21JX40bf5D3V+Buo2f/ulvnZCrTQJkHjAUT4mNWoPDUXdayI42mAaJoq0rDiyqQuHQ/J5Aeb6IPYJv7yNe8s5YI5IAastHXw7vTCwYyJUYbqlh3v70+hbppzmwCXTRBLFwJYWbYapc4tEWUlbHadoDmEFp7Bg6CMgbFy8HNAm26kijtcBOjeIYumhk7ze+hI3erS4ygOlv9ZchlrgTyU5ztZ7x4bYdPc4VD/hXN3BsZROTvEOjPRJE3vmfoclssRyw6CaeD0Mo5+EAv6Q2sYi0wN0ZAtC3KzQWOZGBoizKQZ12+e9zdKDYnMx6iaRmAA4jYJ9xIN7slsUwbZKbAYA3SJzoSN2YmVKBU8/Iu5FfEnNIoipOHHsJBeqmumwRIyi3Jowqipe793kcXWMwixBb4mqqlAqs7GcQYA5WjtO931tmmyaQ5ZAXXsR0hR4tpHhs7HE9wRIh9yDFioIjiYYJ0LLz4F0Erc0yyppmy2VsOwOmlsbjV1f/TMNfmpUJMmHRJ+ASWnke5ACF2E8E6KhtWmEdB2WGvpS8mHnSYABx+c2NMh45PYhSZ6vnTdOyeEhVj5bHL5I+DA1UgRNOhjnYTqvrdaYOgG9hgnNXbW+Us8vQdkCEEM8IicdI5OEp3lUtBpxmeQPZaf1GffuKPesMibEfcR1nuMhp94mB59Zbf0up03dcckflkXuS8M2ROpQ8uCZLnNaWqBJJ67fy4vP4bKly5OUPSWx8bsJR3zWhN+evU3jf4OqUTVrSJzUTopJBIQP7PVg64iQnpHoYTgFIA+mCkOubPhJLjb0ZjqZWAlalUzHQ7Su0W6kLBkN5WQS4VzXGCO846u/mVoN6HRzeh1h0FUUnQ5HOrNkec7yg49Qu20cVTmNffYToMH4Hkwt1U3ssKO1ScwvHEwmGUf3re2MipVHIRYHrg25iQkoBbWIZ82qkz6Fa2mtrYf8hD20aQeUgZRT43MpaARHrQmzIeZxy+xYn+NsQ0MwpXPgdvX7OlIThRiNMhplauxW0jgKXpEwCFnm3m2VlGVI/5oTw86lSBCTfpp0nsWWBt7x2CaCFqHCblGtIbwXy2tv9lraQUe7ZG6S0LRxj6Y26idqQ9uVSDR7Vqo1Q+S4bawQzBK5+xOxIdz+3NQ8t6f6K7exIHPXioP7cRrpzhpqEIsJs3gESyzWnrBtMdZ455RJP72ds2lHTVw+8TOtK2lHY8iDeLXXhKSYRLUJ8Bzd/bHmlO8kFBVmpnF0CI/6tohEbUUUeZ5TJ5ppp9uh14lnfhltkE4HYzR1XdHtzyQEt7RVSii6PcCaA4zYE30Wj55i7ugZpm+9zMn7jrCzucOsnmG2Lsg6XZZPPkWe5W7I2uYXaZIppXbIktiUxT8rbeyLNDJeuBm3xGtqu80lZFPANbklhOenmeNA+8cODlvIm4KdxwTvzEhjQNu8AMTlXwqW0OTfdpLYF1+iafc2rKAk8ItqB/IHRmt2yANzs07XOlEBSHPlw+5qChenqUnMG7E5yXxLdi9BaGNz+vo55+61HdD+dwi1Sual8QCbaPQIVdCuvUnPNEgZNc/IuTHCSIganQfgyEie11SLZl4jFleENxFlzjOWQlxjMRHMMolwbf0+LL3Nd0oRJ07iSElNTX5AwmQ2aQPTIHtPVPtM1JoSpgqSyvfYO4fi7Epf7dHsYoTbYFymYQGK7Wy3zXUq9foTmMI0BrQ5Ie09gyHP7RBOy5Kik1OVU0blJNRrT+cXVJbbpVqwSzpGdwxc68o1UjGeTFBKcfmVZ3n6qePMPDHH2a/7JpaOPsh0MmX3xjkykzHTyRjVU1TWRWVZlH0NIsVoy9S+7Nk8rPm9TTUIkOb8buaFw5DHv+iuDapBIAX10jgnXZJPknZ7gG8BIsbFtCYTw78K2BioEkANR8omD3tejbLaJLwmpPv0kw44R40JY+pXLrZLkeAeaLw5x2t67QNvmuUbxHno/cv4mvDfoHDY554CewYQbOf+e0OEJsUm3B+a3ppXXgk6IOV8aRLqj7ycsEYqDcO9Vh1iw5iiJ745a5PZSLoS9jf9ISptKolgHX/JywgCyDrQNCHsroUkqUlC5K5gCm8DUI1jNDuBkgHxjBNoGyAy9iQ2zfcbv/QXN9tjfGfTWmI84SSx9/kcbnAkGZZ2Cb5az+hBknmAMFFKxxP/STQ7P4O9cT4u6sIrQoJs8cLEMBqNLJNj0FVpB0xMsJnquiYvOmRZjlGKqpxQ1zXd3oCqtK86yfICJUJVlRggzzI2b13k1c/8FMfyCdV8SdbpkPf79GYHzK++l/nOEmIUMtljRNFU54LDyTj6ByIQNNckdC1MQG/n9ZRKAS8du3TIE5AElZiFCA6odnnigKN9PFoEtibb+ebHeZyYHtx9H0alsFuntLaxvSEKxCSVNL4481IUO5bPxESFImhdKV8ZvDKlkLBNVTkbp8rEHaKVKBuBpRNw8nJKMsRo67Vvi6RgyBMqbei0kMTgduS5stO4bu/0bTTeP9UadxI6BS3UN17SgUi0Jy+sgnbfGjDf8oDNUTDF+2nFiUbQ6qNPihiK5WnoD4I2huSsWTnAY9A8dCVNh2mkX+RL+vwSMAGPQFDbyeiwl0afhUQ7CVhsEiz2kQMtqdeoy/6T8N9PmKbX2iSzKzrLIoO3l7seMCVhIg/QETgdsXGnwEuoIpTil3JFnlmNFLvTqXKxPKlNMe90LVVMTZYViECW2aCSAqjrinI6oeh0GY9HNjqgnJAVHaZVzSee+xj94TX2s1mG05Ktm5coegvMLi6jFExlSEnFoLvIeDJEqx6S5a3e+AlFIkDiuET48BOHg7T3JUmTqRt6foNHIj8oUfiTpOJoNKe1NpVrpyDJqU/tjI4NHMjZRa5gUFTYAzy88ydV31Qy6SIwkgCOkfimU/+2Cf9SysNcbQ0TZYozrsos3QrkQqaiwG/SwZdpwsEwJgHVhJIObC29oHSHeSjVJJV9dYkbmWS+2P4H3THOtQRDrbbdNnlIQv+2AmRCXG7jDAW/+knmdWPeQbMkafGSW8lkxIC0cC5qs2XBBhqueWHc2uRx2AHU7UOm0+/p8v+LWvKHwUklequ88NrkMDRpg4J4S+aCH7UYguO1zxCu4qUcLU97YPwIipEJPAC0uAK8vywAcWiNG6zmEr8pCMLLKP3z7rodI/eenbK2p+7giJ+02vfZvidJEJWT+fPDkqTryoa6ZBndvKAqp3S6fWpj2Ny6znO/9jEG195kt9SMqpqXLlyj6PwCC1KwtAJZf453fdW38ejDX8ucZOxKnwazBxaNfTMtOnuJkZogPN2jUPS0lDaZQ2q8Krphc/Dlt5i48bSgJMOY2stXzy4Ro0NTPQ+pBPiTKAMXi2tMfD4IWc+qgeVsK5QLjo+TPNImaFWRRSNfS9JNpzCIz2ua2k7a36ZpLL3rxs6Dq4n7fYxkjevGQJET+gluK2YWS4zROW62hFWeL9PTOc6DMBfdvPJ9xoFmc15ExSTM7YAZSb8dwwSuc3U0FNFYEZDEsUrMl+Wxr20QvZ2t83ZH/h32+3bP3S3d9cT+8D9YlyPneCb2uYIVwBHTS2+TcmLsQYSdEH6FG8c44KRS1A9Sc57HGSIBmuPsCZIuFcGSdiPksiEVEvM2SGEr9ad2Svgz8buArnxMqaVHlmV0e4PAVEbXTCYjdB39kkpldHoD8qILxjB1u50AxuWUf/GRH+LCZ3+NXj0GrNazXU/ZKvZRc0Jxq2KmVHT2+1x65gWOPvUh7nvymxCTpXIjGUtLtHSCRxt3s9sRYBNQS2RWOp6YGOMbmFBSkeiXm+lvMEajpBFQE8wA3qZpv8fGmWZu99tgUOGEqFiWisK9BcpNqeC0UQSMD6jRUetyvKJIWKQBOI5HWm8s1bVd8jdMJpAIudCNRsdsOKJuZUh77xxUaHegTsxR5Okz0XjRnBVR4Cby1PKtNDXQIFoknfE0+KVx3m7rXvzu548rw6+EjFNSzEFbaFG0hY6vL+GHQ8DydodNt0G3rbG287TruVN6m04pE0GoKUATHvASzbGKmGDPAsfyjfgTr2mmy3Fpxrem9RNtl0EKtt2+pjHUoTpfZnCiiByMUTWg8W8V9YMRhYkH0vBenZTzWwATWiH2jNLJeJ9ufxZdV2R5QaZ1M597eZ8fxCzLqesKbQxVXXLt5jUG8/PU2xVmZkDXGO4/cz+z27e41lmjKisenq3Ynu6wc3UfvXCe009UCG7JHzTuBAWC9PK0aWlL4dOHT7U5wqQDlJIioakJtAlnGiQS0RgdQMgEDazN3BpjtAXYtoyTZnme5haMU6HoedJPIHfNa8uJUPWnS0UBmshmEvr40v0/8Xvz4zQQB7QRzD1DJs8eAhSh/LZNWaIN2GuHYrSzATpQErfhIT7VGF8P/qEHCQ0IbU7JFjvjhUBQWhxvxU6l9CXO06TfjQ67jP7kqQy3nfgQVLqbhngYSB62nL/TMj59ZcptDzj/Ypb8ftBCYS3FzS+5GoOXrqvSkccxO4QDkuOBBDaFrWIJqNp6nWT05RkPvom3Ommkcc80HPNEOW0fSRxoQToYZ+A2VK5yr7XGQ+Xish/MIWV7gPDLXnsGal1NmU4ndEVQWUZedKjriszbORuSXig6XYzWzPa6nH3gYZ7b3cJUBr3Qo2Pg6MlTnLz/GA9uQS8v6SzC2qlT3LxwkQfOnrIOEP9OQEkEmmu8SWjrGpyMV0ITksmTpjBpEvTwHvLYk4QeBu2iBW2eaNuUhMoWY9x7YhNvl/V80yjZfgoiNcZ4YWiABITbbXYgZnQMNQ+a4oH+0wKgWE5b18O4iWsEkxz4kb4rLJRyJ5InSYsKtPeaqg8jioLAvg0iPGPiyjA90CeYtnyrw9B4YPSaosTGhAno+cD9TO0nqQQOLBbpYkgBOBkH3AEpKs7P3B2QejsNMzzeun6YJnk7wEzvH6Z5fqFhUu10ZxtqoIs0iQ8RzBxj+T2uVXIt5Td/XzBop981oj2whztYwBWqiFqhxIMDdlhb3OIriY0LyEoqaW0q0FSokN+3oeMY0R8xUSVtyTDBseaJFL2f6QBEEJtO7HK9rko6HRtjOp2M6PVm7Os/EkO11jZgO8sLppVCDWYZTjPor6L2hnSWO9zaMUxrTbeXkWXzTHZHrKqC4w89Rmf+OEZUPMGfaAoxTksIZpFAFnGyyiTaWJPOELWPhqbmt5P4ZaIxGOXtmqlAI2ENnShsDkzdJM1U67y1hAdSc1AD6MQeQmPZ1B2+HBxcqTGxAfPYY6NVLEsabGudW+l1jz8JP8fRTiIIEvnqY08Po91BG2ra22R+tJeGqaIjFph0ArQWeB1IhrmU2MsdqjZM3L6DfinaDkfwHx5zPRDH5sZFoAd+Is3DoSi4c08l2nn1IS+xai+/2+lAVMgdlvjptUOpfYg2e6eyb5fuuFMqik031ZJ1uPN/hqw1Qu2oHedh7LDdxxv1jHRJ70sp/UntbVEdlkyuHQ58vIIrRuKyNABGKo/ts02ZaVy7lX3zI9aT6NsT/0y4lyU9DuydLp0R8rCVwoep2F9Fp0vR6ZFlOaWLS82yPAC80TV+11XR6SEqZzQp2dvfZmt3F5XnMNmlwnDyyFHmnnySNw28XgrPDse8PFas706Y1FM2br5CrStqF+fqAidxM82BqdeoEhB1EzJOsCbItJPn5/Y9rxF5z6+f1OLqTuWOuLCgdDmujQq091zmD0Hx46x1fH2xT5Yf4giJ5Ae1VCIYWtBNAMEpDZL8pX06uELzZbj6DpRvv6dmUEnodkD+Jk/5WFQxUcdr50lnUG2sDdXu4TfNLN5bldIrLH19cemgxEv2sSa4xzfnpq1qGBIQrDPJhzQVYrW3Tgadwtp4s1yCpmhP2zqoTbY1zcO0zfS3X7b7PyCJ9z4cENO8t0tfGqdUkDbEXTCpUuAYsDHhAghH9vKH0ikHp3ULMvNkf4TVGSJY+8Hxw+fBwM7SWIokX1LN15dNq9ws7gZ2dSeLdieBtYk5Gs4oibSxz0bwjls+7bW86CQgawHEnsCv6fQGboJZ8KnLKXnRoawqtIHd/XV+7Md+mMsX32Cys2EPyi23WHrsw5iiw/72mLqqyQthOhqztTnm+77zaa5vjpnf36TfXWCmP0BUFlpoSZdMHJPSzo3bYWMd2p9cayFCkKMikSYOmONru6O+LAY0mmRha+mgDaKSw43Fvo1zWrszNCGYjw5ghCGYW0BhTBVBNRmzxpmrNDVFJe6oaJ8/QYp0saPEj769l7WcUZ5GRtuHxDHzYdCYXrO6iA4OJ3NA74nhVGKsIy0eri2NfAfa05qbTrIeZGoxcX6nSmgkIKmJR5LvHlQU7m2lucuenJh/J3C7+3d3+v4d9tXnBdS1O9TkNnGmgSaHgPRhAPvFB/b7wU+9q2E8AikD2Pg9u+mAObamRlpM09QGmyUe1A4aT7qMiiZg+jZkGBfu1CSAapWb9lMFyWE7GbbjYcJSxYihyDvujNPa9k3ZF+QZrUHsISe1e69UluVW20y9zNiB8WFRBisdtXt1iG/e9s4tPv78r3L+0kWq/Qnj9avMzC8xa4QHj51giy796R4nl+a4ub3NxevrbJYX+ZnVRR591zt54Wf+KV/3vg/y2APvtBPPMw1xBRFDmiL1W/vG4hgkgBN+p7uPaAq1YB6X9oNNxvQ7ecIYSYY2mkprG7COXZF4u6DdNmjCWuawpE1mT+nHa4sGG//qq2ryczNsLnFM4VnC2+qDEhtwCAcOQVAljtP2pDw4H6OacOj1cL7DQeSw4a3WIWVfS6CS91NFwXiw1LRf0hgPOxS+YzY1tm56+kB8qWK4F1USv3urfXh0yi9tgEy/18lB0Wm9zbwtDRVLR998fxi13dAR67ydhpvypH+titeO67oZmnWndBcNta0B+slmJa6fC2HuhM7FuEcPYBnNsnJ0AGAPVsoBt3cMeXzLXIn+tQW2Tu9+aDKNdgDvB7dqSXch2ntrB764+qObqikWokJndy+FXphkJSXW2QSQubeBZe7UKF37Z7AefaVsmJBj5rouQ19HZcl4vMdnXvpVLl97izwXhls75FkNw20efscDmIVV1MXXmJMpF159iVorpnVG1p3hlU99hkExYFgN+SfnP8If+4E+p44+iMq7zgHmCZ72MC5FDgPTlAYHfjfsbEmZKbp6qkqoDQtynps0YpQDoXjYh3WwSPieqeSVGdGQF8r0PzNlD38zQdga/LurPEvH0+vdWEtLiB8mQNJqQ1YHuUbcifzOpJE26DbtxOVNea45NlZqRYdUbJPV1F2Lk/NmrQyLYYGp/mOHKQx0kxc8/7uO+zb6l9NhmuqJX8r7Oj31FA44k1OawL2SuUUD/6kN4fyB9GQqaAXxt1X5AEBRMTCH2GJ9amuY4ayHRLu3UTZNm+3bBVO4qw3V6YqBqOko4LSAeLCFl96CkKHJ0RRi4lInlVZYR5WSqA3q5GYhmkwMheiwlbPjDtMt0BTUiakgLmQKbH57upOmcPk7UttnbayJla6SxJAGae3+iJ+pMAx0dvZOY8I7ZxGxAfxZlpG5VzvXdRADlkba2KP1VEZZTqKJQMSGWE32ee6Zj3L+xmX2xyOOH1vhbLHP+06d4sxczpmTp8jyLl0lHNvb5b2njvANZ9ZYzkbMLMyjteHVl16kW3TZuLHOP/jH/wfnr7xGNR1h9LSJc/jO+cE5RHtPOu151xisRpSUFe2j3rCik7/U12sivUlildFo488hcgI0Ucx8PmtLlbDs9k1ONSRcCdYpZdCmCt89YBtnm1RiyESjPJ+6floNxTTI0ggm8Ta9ZJbr2sQ/E22nKpEk3mlj3PY74+3bjp/Cdl+HSBmaXNlzXvPMfgYQDnSPkysIhbba19YO0uGNnrbA86np3SsMxikyWoRaxB7yTDz9yYOJrg1VaQ+Q9n/a2GMWJ8a908nY82unxpZRu7Jct6y9ldhsg31NtxfGxoGp8QKiFdpX1+5dUq3upqFRWRZtt/6eT7ez3d4t3RlQSUDFcYOJXYoaYjp2yaeXPqUR52xoFx6hBuNj/rztRhqleYDzQknEH4hgJ0aGM8Z73jXx6ca2wYaENs1q2ugJts/J5PV7uv3+fgsw9ppSCpVlFJ1e+NN1TV2XVNWU6XRMVZVU5RTjvPhZXmCwh6kMxzt88vO/yOUblxjfuM5j9R4fOpnx4MoMHTOk0+9y5OQC5f41ZrqGlbkBpx8+jermnF2Y5Wi9zszMHHq4z2uf+wz3PXCC/e1t/sGP/QjPv/l5ynJKrdvH+oXR5QD3JUzQtJ162gko555sCcsgmBpFNrUcg3HB6Cq5EtuRqbSMyANpRV6IRw3PJDfs2KTn14rb/ipBKzHNbqcgknao2Q1feOOmyoQsV1Hw+LmSarupTpIQSVq0QSwQ18Ye8lJpqN2qMHdL51I7h0uox4J5KlpsXRHQU1KFqgIPxw4Gx5w52K7DUgUBYCunHPnj++J1i3sV8ZR9LWCC4mZXocbdn5Joq65x4RQDP9yOoP4V0ZLwTF5Y7fJuu6Bul25nHrhTuktgv5eiXoHxTqFkArlAz4DMjiE1QkmM1ivdSORYjbHVK8doDl7T4NfGZoBmu/y+9HC6tsRs6clU1m5onJRN40+bZfvlUuN3WnG6McB3PYgEEyera0g5dd78vHDMbPeza22NRLUuybIOk6pme/cWn33517n4+isMtzdZWu5wfy9jPO4ypGRCzdHTD9C7/91kow3WX3yWhYcfQGezlLuXeec7nuL6ay8zunKFzZmjFPtbbLzwLMfe+W52bm3w7372X9PtdHn45BmKzqLd55/aMtvUNXFBEphXNfeuBxhuB/9LohTJgdzJZJdYWasl6RXPf0EDaitcJoxyLMVdT9tgTB2PzzMWXCPKxNpVAMQYBtUGcl+jf1iJe/vAQWWJA/PRHDLJ0w45bcA7RQ0OdLRBK+Xs0/bV4jUWYP3usNrYSW3EasHBZhymVpjMdszEmyikSSzfNYkD4CkcWu40nDqdT2KFZCPwLdhovXBrETSRS0Jzp1QbQK3SFTFJlA29Ejj0hX+322J6u/Cou4VL3Q1c73zANG4hlWwpS18TbFtgAki2/7LkzTAZ0XYZtILQtnYnHDO3VNhA9yQMKHUoNB1OTdi0UtDX1IaP5AlJr5r4Q5yOJJ7HXJ1KkeW5A1O75K91ZXc61XVziZHbeAfrhKrRRhhOhrx58UVePvcMF15/iZmtKzw+m/FoOaY7v8D6Ky9Qa0NRFjz67sfJs5yewK03rjMzl7P15ktkvYyZQcHgyDxPPXma+7tTysERys11Lr/yGg89/iT0Mj7yYz/Mv/yln2I43qCqxpDEgra6GudgACMCzfFAI14zSmefj21sj3EylDSFp2mMFCTDkFyNO46aL3JzAj7wROvB1gQJwOee9TGt/pDkVLVrnCnaapNv+2Fvb/BLcD/xG/cTOh+W0r30nmetzLFzSRuhNkKNQrudU6WGSW0PSfH0TzErmGMa6qm41WDsdOD5oPabhCHS/iezwzsdw1LWffefCQPZt52a8Fv5Pwy5sX8+1MpvRXWx/lbjzOwBz/7g5yxPIgh8P5Mlul+2Nw+D9zSJ9/2924HpYYep3C7d9TXSXooFiYBpOH3SwGcPgzhJ5PTbMACNpniQMp4gUYv0QeZ2QP2ka0cJRK3E7ppyV43XEJpLlTQgO4CyRVo3GFGjtSVFQFbuGB8BlCjqunLXbN150cFkFjyrckpd+ddKQ553UCoJ2zEGUYpJWWFMzcvnn+HFcy9SViWzi/PM717gyXedpSjm2b/6FoYJC2qWY4/Mkq2epphucePyWzAo2F2/xbScsnpkhf2bG1QjzZNPPEW18THW1Yj9bIls/QbPffxXOPOed1PpjE/83C+wvr3D7/jQ7+LUkftQeddqamHSuFFra2WtATR+cgayxfEO49kCSlumz+UHRGK5Tq3NM7vEDWOczJg4cYyr08GtB3dXb9uj75updaqZeFNGi7uSpvnmS4smosBoCfZHQ1PrCY9KoqGmilyLtAHHpMW5bYmHceBq7axhR7UI2tjYk6o2ZAoKleyS8lqpb5AbMzzQSpi5h9ItGUCarU/aZ1q3DhGMgjuvNvltWvfjGEcSpIehQHQU3S7oP5JPDv1uu9MEytttDEjz3w1Q72JDlaRTFhh9gHsetFDHRKnkNdaGMkVRoqjcp/ZaRjKJwlwJQEikcFAHJWqFLnN6SIPNaRyY2nYGyWu859Ll85PQC07xenhsu58cXvvo9gf0B3PkeWGX60CWd+gP5sjyHF1XaG1P4FdZTm8wR28wR38wB26Jb4ymnI6pq5KqrtnavcELb3yGqzcvMRzuMV+VnJhe58mnHqebz1BuXaca7UCVUUnJzMljZDMLzAwKLn7+TdbOHGU8LplfWGHx2El2rtxi/ugRdjfWMR3FA/2aTPaoqwmT9XVe//Rn6S6v0p+b4/O//Ct85Md/mAvX3qCqpu6gFtOYSAftnxycMA64/PUIlh5FJMySoMA01sMmYLK14cV7eTAvuNEJgO9eHZ14soPmldpKXbO8Nirue/rW0VB3bEpDK43QIU7jSyZuwDenCBj7Dnmjoa51E1xVBINDjkVw1z2Bkj4EG20KYukkMYkSYndkdURTKHu9rBNtPpQVoyskhLQl4Jlik/jxkWbVIa8heikjQTOThlPF14ykkQH+JX2p7TVd3itlQTPLCfQ7TAP1NLZjejhxDwvcv912VX8vTe39/3dKd97Lbzw7x+VW5jgvNiNqNBC1itqRLg8arbvnGDP6R31gtFu+u1GVUJIk8zIyXcRlr7JLnLQBiF1ZJmlneisgASFPfFulzaVU5pxI9tCSTreP1vbc03I6CR5773BSYelvn8vz3GlFQm0Mw9EutzYv8+wbz3HpwjlO9wyDiWJZ3eLYsWVm11aZjHcYVjsMs5y9zpTe7AoL97+LsXQZVRMWF3OWjq1w7dybPPr0e3nrcy9j5nOWlle4/OobnHr4CQaZYv+Tn+b67Dx7YxhcOc+VasiJs08wU5VsvPISH/nIj/Cu938d3/T+b6TfnXOnUmRNtQEaWlY6573d1JM32BC9igH4MxvSIxHjqsQ5mtJdOn7c/dCYWGE6dkkzPFK3tGJ7QztnSybx/UoRWiK/pKZ6r80lHfV3EppYIPUbFpIqgyAObJfeSxtAovQ1JZVvVasA90xy+IvVUG3fvZOvyJulBbOsMa23BbSA0jRXgom5NZ6vkcwZiKFOtlt2PFP7qUnu+6p8jwr3PR44ZMEzb6HSYTjZtoGGpbs+eNpXuvRPwTEt6+2eA/BFLfkLabwOKzBrWFJBYlNNLGEi5MZHAdqrCoixnqmkj7PEK5Xtw2iDxuPxNsImJv3vpbUxcTuybRAtPogT1ZsTGkjhr+M8pzV5UURnUl2idY5SVvvUWmO0jYitqil5pxuO5yunE0pt0PWU4fAWn3v9Wa7cvMrWcI+Zesr8qOKJx54glzmKTsH2zUuorGA63WG0u0MhipV3fDUrx45zc2eTz//Kz/PQ/ae49NlXmJ2ZZTLO2R9OOP7kCbbXbyG5MDNfcP6zr/KOJ97JsVuXeObVyxhTM7y5zpvlK5w9ssDDT381z736Opd/8p9z/dplvumD38zpow+QZR1EFZGR4hDaSA3tGdwOmKQ7IrywS2ek0xzjlgF78HPAlCBA48RX4rZR0pzQ0SeYQGpj2eZ5hcATflQTFoibAhJg8za7Bi96bguTKk5urWMb0vMldO353dKmAfGRHHE39R3nZ1CDSU/pbx847aOxlZLolffAkVTesB40lv4+vzTHNhE7cXok5jjEhTIZZ0pNOpMOEZC+rdXSx41FOgZiwTTVBNtL8dsdqReeSZuQXD/MsXQ3cLwdAN8p3RFQs7jdBRIy+m10bi7EiYRpiLWsYZf0A2TzNtUME7e2Bg04glsAbhMnSRoe4zWK2OmWvTUQOoKEX57GehwY+2zG9chojNi4Op2c6lNX5aGeTO851lozLadoXbK1v82la69z9dY13rh2gdXRJsfm5rl/qWRpaYCZnGM02UcWT9ltollOXvTZ3Vln9uh9rD74KLubF+lqOLE2S7U3pdydsPbkca588nMsPXCCbNJhtLfJsZMn2LywzkK/z33HT6L2xnzt08e48Mbnubmxy+6G4fXxPjPTjOMPPcju9Zt87mO/yvWb13j/+z/IB9/1AYpiBlEFSqkAaMotu0w4zshOyGgSOsAQeIHlRaMXgw0nlNs22d612XgHVLJiSXeTmWTMnb4Wh8KkArbFE15Yp+xNogsG5I7tiZxs3G2/Impqr/6X1iae1t9SMi0/p2DXrONgEkwS4G+bmK6mbF9r7QDKBS9I0i9p/CCOQft3qI84Xkk/4xB7IjvQkwiaXoJZs1l0LHm92qcsi8WI0Ngi2tYq06W2f71LO29cWSQ0fRt2z9st5dsg/nbS23oFivFEixjmiJAAYaoO2NakTWss4YKgbDgSCPU0nsOzq3GDREPb8KFTDY0qAfLoxUw0mVBndF4YN/HsyU++kb7RFljBhkAZo1Eqp65Ld5qTkDkN1mjNZDxCm4rd0Q4Xr53n4vULnL9+ibzS9MsxJ+dn6eptjh09xWh0g/78MXRdMty6yLQ0mKqkqzpMdsecePqrWJidQ808wi/9xI/w5OP3c+Vzr3Pyne9ib+cy/cUeS8cXWX/2HLNHBqhshtHkGsceOcW1115lbvkIx5cW2b98ge6RLs9vabLphJ0b19jdWOfEY49w6ugRNi5d4F//5P/Fa6+/zDd/4EM8dN8TlHVOUXSilpoKOjcFg1wLO1QkTuYwlJH2maSsYeLOpzbbmOQzaB9NTSlxbSWOlQhLUUBLUnbKJ7FeI82dPyK+htDTht0+9qE50Q5lfyI9gnbUaOntkufhJO7Z87nE1ipxOwQlKuxBAZVECUl9F4lgM60+NfWPJFjKKTTN0EOc8tH8DSZsW81w9tDM7pjSNQdenKd1FEQN+pkI9tJijruFNN1uWX+nQP40HaYZ3y3dxcufemMjM/nj8sLyyhG+CYgmimEf7+ZVgzA5gaSMuNwgZpDmoB8Q677AZHZL4178IFYd2NkvEwXIOx3noW+yeq83AFFMRnsolbkta9a+muUFxoVH2ff7aHb217l+4y2u3LzE1q0bVKIYFDn53jrvPjHP0pFFYI3R9iV0PaUqR+hqguQDFHN0sl1UPcvy4w+Qrxwjr7e5df0qD588wsZrF5F+hyzrUt4YcfTJh9h84yJHH76P3fWbbJ17nZWTx9i8vsHUjDi6ssSFl17h7DsfJ6unjH/9Ocb5kCtVh+nOiKsvvsD82lFOnzzG9StXeO3XfoX1i2/wrq/+EO9/19ezOr9MXhSIWPdjWY6tWUAI2rhgGu5N1YpXdQpLeyiojdtSKvG7Eg+6SZynP1jEA0vgJ4L9sAFwAVyTMQ8IYaKDyD/nfuuE5WykSQSTwHUm8j9pDSKHHo5CMic8WIStjq2sqU4SuN5wAEwRrylGGljfhgq24ESloEGaAJbRNBBnVELrRh8SdbdJDYS4Tbzt4VYSY4YzBVVpi1KZBdSqioJG19H26uNJvWlIV06bTTz77XS3+NHDbKFtc4CIuO3DNLTl29V5WLrraVMiQqrxhfjQhhaSMn3I6j6FoNk4bEWIAcapFIAIur4jbW2jvVYKbSRhBmngcspWgic2gVHEGFSWU1clyu13z4oO5WSM1jVVOUWUouj0AOuc0rqm0+1TTkdoXVHXMBpu8clXPkOfmvrKS6zMnaA7O8vOjYs8sdrD9BTLR5eZDjeYjrYxegoIk/11wG7Re+G1N3jqHU9AVbB636PM9QuKImPr3K9ihiU31m/x6PvexVsf/yTza/NUw5JqWtFZGLD5zDbHHjuDLksmV7c5/XXv4epL51g+uUyVTbj8xhWe/tC7OP/M80w297lAB6UVt954nf39HforR7j/zEluvnmen//J/4sXX3mWD3/gwzz68Dvpd+dQWc7O1lXmZ5ah6NLLFXlekIlGt05v0iZqS5q4b/pQNpO4V99jkjFJRIgfuQYr2h+p17ypSSdAaiImGONXG+J2S7XBgoT/Il+Cr9uHBCY8RCzC7lRyJ2WFU3VIFIZGBa6v8VKC720qhUJie7SNWvB2RWXCbsQImmmJEknnK/R0CTT2c8zrKPH5AJpJHWlUhKexUu40KBPHSxtrHy1LxwuOHzxNwvuvJP75cr2l7e3YPu92YtTt8vkDUfw42TqtNFBtSXGHJHeq9Jefv2FMg+AmAcZWPGfQZRMtwIGVHyh/3y2gGkuQlGuj60oCE7ubEZTDPEg8k4m24ndlNA6zaIVs+eTjRI3RqLxDXU4RsUfv+d1OIPQGM8FJZbQ70NiU3Nq6wdX1y1y5fpnXXnmR/niHo6fuZ35aMt/bZPnIIqic6WibvDtDNR2iqwl5dw5dTairCd3+Mqq3yD/8//4U3/mH/iBrK2tc2tri+NIib37ilzk5v8iV5z7P7KlF6lt7jCYV/UXF9PqYmYdPsnfpBr3FOerhHpPtKYuP3Mfo8hbDXpdjx2e48NKbzJ88hqoqJrf2qefhE8+cp5yd5dLNEXl3hnK8z/Kp+zh+bI2OHnPh8iW6y8c4+dAZvuMbvpP7j9/HX/+f/zx/5Af+JMeOHGd1ZY1xKYhzyyZmtbDktNeDa7GR/Dj7w5GV00rss6alJTbZJApiH0GQAGOy7vXt8CFThyYJi9oIDI7dPLM0+fUgH4m0vMvGnsiklFVAIi6ZsMffAm6iMKTAauw5CIS7xnn3kzrdPn+pa5RSVF7D9weTYJ1jxnXKtsODYzrxUttoSminURPBU1xuvyGiJh6XmVI3rgTT9rZuHpLy5P1Rd9r62VKaAQuC2nDHY/1ul/wbU+9mTwXIDl2KuHx3AtSPPnfDeEkHNLTDxitmTfw4sOInoV+DDw/JECZjMisb+YyT0M422goSbwwYNJlDWqOY/FTKLmfrugbRXL91kfnZWZZm1qiMfSNpp9enNoLWFZiauq557eJLlOU+l25d49zVi2Q7uyz0Chb3dzlyfIV+fZN8JgPvYDFO3BntlhX2gJFyY8ik1Ozqis984jW+/Xs/TM0y1ewS9fplzM5l9i9vs9BfoLOsuPzMK5x84nEuP/M8/eOLLB4/ydblTebum2fr5cusPnKKrfVtyrFw+vGzvPGJT3HskTOU4wk71zY59uhpLj9/nu7pNa4+/wKf2aqpMkU1rSj7S2TlmP7yEsfPnKbe28GM9tin4KF3vptnP/VZVpdXeM/7nuZ7v/V7qFSfLC+sVmLikHktxUt8v/xLj+HzMb9FFpfhYf9+whRhW2tkPytbHfCZYOqJZwGkUQUGCVsWPag2AZ/AYw07ajoZjOMwSe+Z0BBx8a02iwthqpov5wuOFh3VgNue1WkMyp0c7EWKdoDqd03lSiiNoIwmM3aV0MkPds5PHQJdrTAjCK1kqpj4uBDtoLdL7XcrtPMnUzvEpjbAVqJz6jAyeE1X14lj1LjAfrE22dwF/R84IzWZ8177PCyFd3IdYnNNHWDxUJXfIKD+8vM3UqgMJApg2pJo6RF4YWFyiEYYtFkDgcSOusk0Cs+Hx1ti/ICmm45e+ExUe4RMuQOeHZtam2iNNpr1jYvsjoc88+xH+arHn+ahB97LhAJjagolTDTsDte5cPlV1nd3eP3864wnY5YWFhjvbjNfVzyxZlg+dj/1dJvx/o1GTGKi8IQOdfrzfObXX2Hx6P2MRrvML56mW+yxePoBinKHvasb3HrzIv3OgKWjM1x66TWOnzlFNS3Ym2wxMzPLWy+/yVNf/zW88vFPcOzJs9R7E7auXuG+p97HG89+htX7T1OPSurxkJUHH2T7+g163QGjvQ229obMLM7zyeeeg6zmtU2h21vl/mIXLSU7vQUGgxVyVbApms1rO2A0s/U2f+V//NvMHHuYotPDn+ZQ1yV5ZrlA8uKAJtEAVDe+eWZCALrfl55OdG+HS800TRnZhD97L40c8SAtYXKkmEMo2933LBXxMjzvHwplx5txw4BvhwNOo+3p9Gl2SN+Getj8NPjT+o2IE0hxsimtEQU1GTl1KNgfwB07KIfMS2nSscGhJkzHdPfhAcRtzFSJJjxa+ozTdNu2RYUVnncyBUVKNH9IWzny9QnIIctzb4YAGnGqh0UQvJ2U5/ltAfVtvaQvvBrY/Q7jn9LaMxxemWwxV1KuePtYipQJIPs8B+qAAJ7xmqSK88FnGjGtoN0IZs6hpKspKMWzrz3DG68/yxF2WJ9UlNU+pugx2ttgOBmzu3ODm7ubfO65zyJbt3hwMecdaycZbytm9A5mRjGXFRTFkNHWObSu8Es9X3fRnaMqh/YwamMo+vPsl3P80idf4Pd+1zGeevpdqNk16o0XKXcusr1VMby2Tj/r0+kOuXV+k7PvfBc3zr9OR/VYOfUAbz77aR57/3t5/fPPsHrmJGZnwq1LFzj5yANcfvPzHHv0DGavYufmTR54z1Nceesi/bk5TLdDfW3C/WfOcv3KFb7uve9l//JVjN5i1Mm5ta8Yl32K3S0GK1MujToMxyVZd4ZqvMfCmfv49IVXeRjF3NwSkgndvEOe9ZjUHfJMkSsTNCRwWkTCP341YgzuMGk3fNIUrH7HlLuJ06+IMOHLi/qpz54pZYP7E4NePHjQvkBR+TAwxzfBsSPxMI4GE4rERRuR93RtgpaqRMLKRJtYj93t57SmRsiDiWFHlqsxYvfr4+gWJiF2TtojCN2bY5P2haziBNuBSUTM6AtsaC2m9T15MJFEYUUgzbwN07cTtekxpX6oa00MaTQRnG01qckvnpfqzQ2pM9maW25v62x46tXB6x5Uw3F/xpZXV3avi3em+dTeeJCmu3j5gRTk3P+mjYlGbSGkwhMptYkGII2IHJ4UB6Lhlol1tb6HQH9fX1BSm9qzBqgndjCybtQMjJAZw3S0TdHp0c8UC3mXzTde5on75pjVFdfOvcrO/i4Xdqe89dY56s1tVue7FN0e7374FKYcsbvxFkcX51k5dpK9jfN0BktMh1OyooeZ7NglVQLoVTnCGEN3ZpnJ/jp5d465hTUefvA+BrNzbK1fRN26QE6B3irJhxNyge7yHJMbE04+8jA7kwnSGzB7/4PcfP55jpw+ysa511leXmF2bp7LL1/k/vc8ys1XrrJ4+iSZVmxuDLnvve/ijZdf5NjDTzK6cYXhuGb5ybO8+olXOPPuh9m5dZHe6hG+8+GHeeVTzzOZ6/C563vMFTU31oeomQ5519qQi06OXpznZ3/qX/DM7CyzZx/h4bMPMD87T19mePOt1/mWr/825paONsZYJG4MyCQ6ouLq1AEDEYQbTpVD5nYTJVKA9UtdAxgy5Q+wbmojSklj91B4OlHEAs82QNWDhzSakBoakma1digltxwipzbgpvKR/Eq/hggLyJUKp01ZukRxEwVRWmtLK6K97rOgV/mJ3lBQTHgqkiKJvkjo759R+Jd32uTNBHY7qgc1ogknAWYvrbIEpO1Q+EY5k5CJfFRX1haraweMdVsDvY1G6gVS4EfXzuLw7IcWcccl/3PXrQxLwDFCq186wAGXXTICgSaJvTNYtkwcdhKJYzyTGZqM7MtsALoH2zgDxP02gKlGIPbQiE7eReuajf19ji7MMx7vUZdjFpeOQ97juV/552yc/xWWFrvs7O8x3JvS7a1xpZql1+tzY7rHifGQBx9ao9PrMto+h4hCZR1mV85gdM3exnlEFEanLGQbO1g4wWjvBv25Y0wqw69/9hWef+kyJ1f6fPi7v4dPf+rTnFyeQbrLlJuv0M969AY9ds5dZun4CpOdTfTelMWT97N98SozZ9e48cabLC0fpduf4dJLr3D6Pe9j99VXmT19hN1r22RFj9mTx7jx6iscfewhtt64xuKxBXRvho0r5+gvL1JuDlk+vsbmrRtM9ybMHT/B5TfPMbcy4HMvvEh3cYnn3tym36sZVj3yTo+iV1AMeogBneUU3Zz51VXUqGRrd58/+Qf+IE89/Q2QFXYZqitGVUY1sW1SKqfIFEYyRIk97NsPfmNJnwx+8Ea6n0ThGeyoLrsSCa/pCLZTsaFL9l1VEWhScIBYlbjqvZLQdI9FBa/hS2jhZmBfcZqQtst8Y9+YE0AsPXAozqXm3BQnHLzjDkMwr/jOpIqmSZ5rhpaR3kzsqzEcK+XbxgpQWnRI0cf4GW5/+7CudHtqmhR+p1QiDJxdPR5+Q6vdjj/a0UF+3J1zyRiCPbXVRO/GcHzSbJO3xfrDWNq2VfginFK//OxVI0ZjMr/XIVRLinCia8BgVDzJ0DiuDMDnpUljMNw/ORiwfwBFWwidevab9iKX29RoXfHRX/u3vPPUUfYnFadO3Meli5coF5fJyhHGjJmfXaQc7zPoz7Gzc5PPf+qjVLNz6PVrzJUF/cUOqtvn1PEVrl2+yJHFOfLZLtPhhgNNAVHknRkwGpV1KCc7dPqL9OdPsL91kWqyR3fWamvF7Bpl7zj/5Cf+KW899xm2Ll3hnd/wzfTne+ycf45v+Z7v5bOvvsDjDzzJG5sjVKWZne2xe/UtFhdmWFJddjbWmTt6kunOW5hdw+raMa5dfIOVU0uUN3aZO3aKm2+9wtKRUwg51fYGK4+e5dJrF1g8vopMxphMsba6yuWLlxkMBoy2d+n0BtDJGK6vM3/6FDeffZ3Fx87w0qefwfRmuDHaZ7mr+dT5PbprR9m5dZO52T5aQ5XPoDJBj4bMqjEf+oZv4rt+3x9nML8GqoOuSjDw9/7uX+bpb/hWnn7sPeSZIiv6li7+neyJgEx3RUWDZvLdjX8U+M1bYJf8xnvbRai1Dkf4BfbDT9oQo5JOEfc/omxcNdGMMEgFvmtIltvrdW2CjVVSBHcg5G2laYqnSsUHxNT29ctiT+Tq5InW30CH2L4gO1ISJrkaETWhyyasFlLFpTkeke4QtXOfxx6kFJfrsWkmAUkJYyi+vLSFiZBtjn0yRiZwDd6eDS7i4bA1uLEn+kMLrF1SztsfNhmEf3yRTqnnrhnRNUa1W3VQeqaqfiy86QM0ITAvCeVIwDQt5kC4U6MaOXRAG+BrDLv7O3zyMz/H0uwMWbdHf3bAcFySd7vsr98gm1xCZRn5/ga6t8rO1jV2tkaU2yNOP7BMXzSdukDN13RnV6irMdV0iIiiN3cUgCzvoXXpQq76mM48oksm4306K48yno6o92+i8z69/hIX1jf5+Z/+19w4d47s/FsUS12GvWVOPfkY6uILyLRgsLpMcfwk+8MpxeoaWS30lhagMow2r3Lsvoe4cvMGazOzLHQL3njhOU4++BCXLr3Gux57krcuvsri0gkGpubi1oi1k6e4/NarzKwepxzucbxTkA0y9NaE7myXjf0NZgSMaHaNMN+boby+RbZcsLU9ou7OcePWNktri1y9tcncyiluvfoyxcwM12+ts3D6NHs3b2C0odvtMFPu8/TXfJCL4wkLM3O888mv4pEHH2ZteY2/9j/9Ra7eusSHP/w7efLRx3n84acoNfGtnQl7hS2PqYcojLIJqp9pTPIIgAYhdzZUDzbelhneqNpm4VRJdOCQBvI3W+HyBWwPaIqPdc4zG/heG2vmsOyrXAnexqmT0pNVm1fKI2UQo8kEDvOLiGtMFBSpamaaxG2IjnTOcsh8OiTdyZHj1Gd/6tSdSvPX/Hi14VKIgNzM2yorcdilTjPlIgj8G1d98zzQpt57u9WVoJXWtYmarCJEiPyGAfVjn3vLtMmgs2hQ8GCrdOmkjEoGz7GdZFHy2lihIG2C3dMTJOCkJt237IHY7+dvME1anWuquPiK0XiXH/tH/wv9+R7zdYFeXGK6vo5RwtFOyYWJ5uKNLTqjEQ899iCPPfQAwzdepL+Q0e1nZEWPqhwBMHf0CcbjffL+Egu9jKFaYDwZU5GjVMF4OqYyIFmB1vadQuC93gUbm+tcu3SNT//SL3P5xc+wgKEoMs5vbNPt9zlybJXNzV2O9DqoLOfksQVWHnyE7dFNyv4JmJlle2OP0/edZOfWLboL88z1BuxOxgwGAzav3OKJpx7l+vnzHF87wZXdLerpPgsLq6zfWGd1bZGrV29yfN7A4AjrV66yduwYty6dZ+2hJ7jy5isMBjNsaUVXDKvz81zd2+PI8grXLl1ltpexs7vJ3JGTbN26wcLCMm9dvMLq2grXXj+PqoegOowmNboecvLMKdaO388Lz79M0VGsnjzB2okTvP7sC9TliKoWnnrqnfzZP/1nMKqLlswF9beneMqtianI2+qbQckHkncEBeeUNmSZPx5FguKTKpm+/lSRTBoBGKslqnTXFVTaa7gRfnPl+EBLCB3zcaLW7GhfFS0JnBzUjwkgnQsoo1H+sIOAMs6X4OnXtvkegKBDavHKi4lFpz4Kr1kGZ6CxJ0alqUy++xfsAeEFm4YYPlW5+y4KvEG7wwDV+4yyRHnGN1kOGmQMluZZXDiH5LV6/3ZTe824KIB4DWiYF+CLAtTzphF+4girsw6iK4wqwGgLqK77dd4NrRdTI0ajVdFaZggNjE0laVhqHMpWybIoiu/mytDtGjEa6RT8+Ed+iOuX3uBdZx+m8+DDvPbqy+jxiHeczsmWH2N7v2SQZ3Rn55nv5ei6ZlyWaD1l0B3Qk4pxDaJytOowriqOzs+yORwxHI9ZGgyY1hW74ymnjywi5ZSdyZiyzNje3GA8Lfnsp3+djStX2HrzTSbrm2R9YWtvxH6tmO/3UJ2CfldhFo9z6/xrzHQ7rPW6DCclJ4/Os/bwaV67sM4jj76L1y+eR82soHRNVU44sjzP+qhmaXGOsbE+3yO9Ljf2xzx4+hgXzl3k4Sef5NLliywOZhhXFeQZx1bWeOut8zzwwGmuX73J6pEjbG/cYDwas7C0hK6EKjPsTaYMBgP2b66jZjpsXV+nwLC7N6LSNdPRBLW3xcBMGG3s0D95hsuX3yDLct7zVQ9jpM/1GzuMlabozTMZTjEGnnriSf7cn/5TZIMj7E7GZNIhzzO0gSITu/vKWNsqYs/SbYNm1FSlMWFSXsuc6zc4JLUJ1xraaHuVJM0sRWaotNWGM7Gvsq60hJf72QiGg/MsU4fPL2NcbK4oB9w6aGmxZoOHr1wBLiayfTydz9/WOdOwsUanotGUFLoamr9/PkW2RHggoIw5AKgGwnuhPFj6a76YIskrrj3p1A/YkLTLlxeakgy75wFRzV1aYPW3cAgLUflK33iaRgGkGuphRwR+UUv+j3/ufNwplRIWQas8AGbopCeA00INgjI1ddYJPUkN3iYpWIzGqCzcT+1GMf9BtkkN8oFiaMp6zAuvPsOvfepjfOYnf5xv+PoPMcoVD7/rCbpL91FLxkyvj4iwO9znkRNHmel2qA1cvLVFryhYHfSZjHYY0QGnhSLCdGsd1RtQTydcW7+BdAoYTnnhuWc4MqipJvDyq+dZG8DVKxts31wnQ1PWmn6vw34ulKXCKE09LqlFWDt5ikxprpx7k6rOmC2EDMXqwoBSKfa14sTaGtu3bnDizENsX7/ImQdPcXN9SLW4wpLeYU/3yJfX2L21xZEji9y6epnekWNsXLnM/MIiy70OW0qxOtNjY3vMzNEV9m7dpKNyJnXNdFrSUYaJyeh1egynU5bm+ly7vk5vdp7h3hDqksnWOsurR8g2L9LtCYtzi9y4voFGMe7PsnfrFg+cOcniWp93P3iC8eYGn79es7M/ZV8KchE++M3fyvue/gCzgx6bO1scXVqlkyl2t7c5dvwk9n2fhX3rZ15YR47Kw1IaUoiIKxaIACeIeyWwnRSHORjkNp/GoYa3lXbc5gNtpKGZxsNdkmVSqjUH8EoXe46H27utkrzNVZfVtJTWZLmy74pSgiTnu6ZL8INxrb5ic8hlSXKk+dLPBlFCw8RpqN6w55f3/jSMBgCSHDAdxvCQuRyaKKRvQ4B0WzJRHiRJkkFU6SqgJSwlsTUf9nqT270Oxef5jQPqZ88njsemjmkr8ewcb8WwMkFnBaJrdFagaktmD8A661oJqOuk1yqhZ1tSC8H7668kP4yPCnDtE1Xx9/7+/8yLL74KkyHr519ldq6gO3+Mb/u9v5dJVbN25Djz8/NsT0ZMJ1OKPGO518V0Bly/fJ5ef4Ysn3Ll3DUmuxM6ec35CxfYXL/B0VMP8NYbbzLZ3WBghBu31kHXZAhiSsa1tpoWQp4pRtMpSMZuOUabDsafo+oYo5sLK/MDJtOa7f0ptdZUtdVaMrHhJb2FGTpVhRbD4tocZmgYk7PUgcloQtHrUlYaVfSQQphmBfPdDjdv3WTlvtNMLlynu7yMpmJ5dp6ymjLa2aO3uMRo6yYLJ45x69oVjqydYv/WdWZXl9geV3TIyDsFZn9MLUM2N7c48eBJ9m6MyKnY3B1hltboLqxw85XnkZ1d+icW+Zqv/VrUzj7v++D76GS7rL90jl3p8MZb17g5gfz+++ktLnN0ZYVObXj89P3M9gfMHz3O8tw8NzY2oVYcOXqCIwtLaJUcrHyAG+P0TIPYlbIvTcxEGjjX3IUsYZLnTvMEp40qu2wXpxalUSkt93dznpjGr+aWz5YH1oTOJHvvTRMwilwwtV3qG+8sSTYF6FpboEikzYFVfyOZxrcYq5qoiS1Hr/faazc/xWmoYenuZYkr07/51C/9lZunfgNFbIWJ8si3KeRJgCwHo612mcadGm1jWr133zv+mtFAMb3dg05iW5qg+0Uu+X1OX3hDyMbYsMDCkaGNZIhxTi3TtIvWWRdEIboKQCoJ4BrEOcOSsI0wCM1BsddItF+7bW9jZ4Nf+di/5V/+43/I6OZNulIjg4zaCPOLxyiUoX/iKEeW59m9vk1tDPNLC5RT4fJrL1AoRYWws71lNQKjUeOp3dVjDFVmyLShKzllrjE1VHXNpNZMK40Y+0bIGsNMv2A8qRhPpuSqYH5QMKlrBlnGqKxZmOnR62RMpzW705KyKgEFWqiMod/LKcuKaVVTaJjt9ugUGTvllGlZUuRZmOhGumhKiiInd0c5lSpjBkNdG6TbpUfN1AiFBt3rQzVB5Tl90RQzGdOyZrJjmM4vMj/eYdsIS3PCdLdkVFdMTYauNYuF5d6Vhx6hX2jeujli78Y1ZH+fD37NE2xNDE988BtYOvMg+WSb1WqLWtXcuHaD63WHl6+X7G1uMre6iqkrlo4eZW5xkcwYiizjxuVrfM37vpbv+vpvRYmhVh0OaFq3TZZBMlNZIWONloTwP7+LTdyJSQIiBq29VmRNDlnmV2EeKBOgSbS2FI+iphyBIVr5Em3VM3fapUQjtUqIBHXPHoIi6EoHTStqqyY2j0Tj8lW5sgwGU5sAyM3Ym1TS2O/+pzImhD8ZkbDkT22h3l2UAmrh6pe0PN9laYpHvw00TSlE+eV6A1BNM6+/XlW21LxwdNAxROywcx1ud6h1+94XBaiuz0mXm7pBuiMqDRextHPD6Lya9sAHJ71U4aRcNHgYlaNFoUztbLS5Ndo7O25jm0Mi1dv7BHNTgsrYHg/BlPz5P/ODvPns56m1Ybafc3RhwNb+mGyug0xqTKVBQ5bnDHXFQNkTp+pa08kzd7RYzXBaoZXbi60NurL7p7XW9lW6ArqsKfKMqjZ0ujnTSYmI0O0XmNo4hxUM+jk50CFjrLTdM6zt5Ci1psjtq1T8KzwKhJ5R3BiNGXQKtBg6RjExNWWlyTuKjsqoKs1oWtHtZWCgm2eMJhW10RSZYq5bsDutqCpNXzJMZuhlGTujKZIJi50uc/Md9odTdsoKbQzznQ67ZUk/y5hMKrq9HGo4fnKBk0dWee316+xM9hmNK2ptWDt2DD3exRh4/3ueotzbYuWBB5AH7qOYP8nS7IIdN1Vw6dZ1rm/cpNwfYXTN7vUNQNHtCIOlRfY3dvjB3/+H+Kqn3uu85J6DkiG3vwjeXwNGKUzRA+wmjriNxvNr5OGwFpK4zTUPng/7odRB5U0a/Oe/ExDhwBkTCeOm7IvTfkNyFeSYhiadWhAAq606R5s/cS1dzuJMAzSAwVdqC5R40d6XNOa23da4hVSST38/9lqoaZoCQpxQG278g+66f4tpmrTbWdsmkX8LOEKIOfXPh91POp5WZWnmxtmdyZp6/33yZfiNAbFOJ6DvAKh33ynlVNK4FbTBTUhq50hVV7cksOTVieXAWI1U5YiurC3WLfuNN9A7bbZ90HOMc4uOsrgzqsk0NYrPv/QZJlsbHFle4lxmDexVDbXRjMY15f4e83NdhiP7vvZqOKQyMM4rdFVTmpqZfhdRiv3hiKo0dDo5tTZkuSAoO08NUBkLmnlm2621l2YWFGuDyoVqWoOxYTv9QqFQlFPDRNfkKGsnUjApa+YHHaSCMTWL/S56qskmbuJkwlK3y7WtPTrdjELZ0PCZbs5UV9bmONUsqIKxqcizzO5KMcJCUbBTl/SKjEoMg8GAvbpCRDEWjZmUiEBHFJ08QwQWF5cxe3vMHFlgurMHHcP6qGJeFums1OQ3S1RVc2SmTzHeo9fJ0JXhlddf45EH72d48xrFzg3UyiU2ukuoE6dZWVrloeMnWZlf5PL6dTJRHDl+gr3dHcrxhG6vx9HjJygysYI2mY3N7Y12FpjKnhJmGUMjlTspLLfAitFNwHHlZSru4tM+2gQQFQ9miTuaLP+FcL8EcOKOQO8Y9UDrWbidM7kdpk1jb1hoi8fBxupMXP1hnklD30nL9xOj/butmPrG+Dll0j4TPe0+hdc8N/rX3Gqa1mfljceOpJ3uwGlpOYlC+FID9Ny4+PMfcjB+k0QCpr4OlTil/Gc4LvCQ01/aeb6QdJeX9CVqb0qdaC2Pl6AhrE0wisRljpYco6K2qkyNNtGBBQalq2AGsEuEuN0hasiEpZY/5DiGd4jdYFCNOPfsp3j9tde4efECM1nONDdkhXBla8i0quh3CowRarFhThVuQBVkRY6QUde42L8ccoOIottRVGVNbTRZnlsNJleUpUYyg64NeeG0B2PDdLQ2mAoKyZlSsTcqqauMQZbRyRTjWqidR7iXZeyPS8zYUGcGbTR5JkwLoT/bQUrDbJ6T5cJKv89I1YzKmpXZLjKFcVFgasi7Of3ZnK7OqdDoqaFbZJjSkHUUtTLM54V95YrYUzUKFItFwfZwSrfImGptt8pOx3Tm5zHdAdP9HRYGXZaOrzLqV/SzPfY7BXO6QvUztm+N2Z7CICvoSsYLr5/n+MIiK0cWmV5dp8t1OjeuUp2YY7i4xOZ0ltn5RdaW1yhNzQUMe8awmHdYqTQ/+wu/wObmDt/yDd/SOE0j1YioS6el2ZA5MSaqIWLvW43Mw3IEt9qdLG0P7DDJ61icI6tVo2PHoKGK0yYkeQZfR9BYvcZrwr2gf2B51yswqeBI9dygQLjnTG3ist/PscqgchXni/GNdcXppGyVgLoXIsFJ7MKVTGxrChZpC31Afbr3/jDvvw1TM4H0AeisjhVO7Q/lykF6Wy++U+AS1A7nJCTJWUwagfqVO52qveS/3en8qef/7aQ7HzCNH07PLimIethsWF/cIMohDRAXFdAM9lf1pJ3RMY4OJoLbtk0UtdM+PENZRhB6ueLse97HGxs3qK5m9AY5dVlRlZq6NBw9uka5O2Q0mZIry8LeLlMbyAXqsqJG0e3mZHlGPXWarLOPZu6dS+LUVIU447iiqu1k7hR5kMzGQLfIkEKoa+v1n4piUk6oas1Cv8NoqqkLw6CTM9sv2JiMbdmZcPzkKnJtn+HGLmOtObY8x4m1PucvXqWYzTmydoTeeERvf8zGeMLKkVnm64wiy7m5PUStZqwsDpCRwWzuowvDbL9LVtWMi5xKa5Zn+ihRUJSUU03eLZgOR/Tm+oip2d++wcJsl+WFGUajEQrozs7SGytyqSkrRa+TMSk1U2o2bq6jBLa2d+HiRUy3z5mjyxxdG1FeqFCv3mBmaYF8pc/WjfOsnD6OWt/gRDWlmuyxVeVcu3GLlW/9Dkw5RbkXsoegfz/2wdGTxC8DKuu4awZTTW2YklIoNNr4Q1mMe8W5hMNb/NLYGGnEjvq1kjLu8E2VOX4lAmF7WetBKrlUIWQYamMhPn0zMK4OqyEeMr88Prt1cObPVXU2TgnnJnq6uIfC2jyqhhIAV+ybE1xdGTFeNE2B5o0Vgo+kaNqJgz4cdaukBLvn3id/vF7tDnbOWrGgvux4gHYT5fwxe5bc1ixXV80DUzx469pvLb29nTQtz39qbU0I2R001zsv+QNKJy2KbvwwZqkRxRCDf1PyHQ69TS23bctovN2y8Qwh5KQh0dDkpqZWOevbO+xdu87q6hEu7IwpsgypK7SGsq5Zv7mOCMx3O3S7OaNJzVgbatGYCqZolNjlelnZ5XCRK6bTik63QNd2x0qta7ucNs77KtDr5mQU7I5KBlnG7KBgazil1Jp+puhLBjmM65Ks1vR6Hea7Hc6eWWJEwfqmIZ+bpZdlFBu36FPSyzLKjTEdDWsn1qi1dTBd275J1s/oTEFG++xPKqZVxXKvS276TOspRaZYnuky7MyyMNdDd8bsDkdsi2JhbY5OpdmXnL2qYtTt8sDJeYrrcGN7SLcQ9vdGyG7FyGiOHVuF+VmGO5vki0v0leLyK2+gRDHXyShrRYlhbrZgXNWsSg9jDPvDEpUL0+GQaxenXLqgoXuZ00dX6JYlp3YV9UxBuXeT2UmfS9cv8u5v/J38vt/9/ahM0SkG4aSwsHxOl6RNtzGeA01d2j2aTg1SSlwA95ScCsl6jjszjIHcVEgI0FcoPbUn4mu7qUUF81SGGB+ujlUW/FZklYeGhLYl7BtXceKmjQ/qj4qLV2ylkZ/A8940qoMG3Op+ew+uB04/0RpaM0GjFZxH3s11v0EgOOC8801MYtIwNKeozee/ptdoNjckbWhs+LdHHnp/BaSvLPfhVY2zlAKYNrso4QxVExxW1j7qHVQmPO9tr2l5dW3r9wdf3wlMLdnv4JT6+OfOByu/V+djJw4OWPT4JxeR2LsUH2k6tHxu/0i6XyQNeDYJKxqgcYq5CJJlKGX4xZ/5l/zEj/4QRU8xurULesj2ZMp4UjOZWNGYK6HTy1jodO2kLytKdzBnXRu6mbA/ndLpFGhqOnmBrmEyLenmObOqYKucUGSKbpYx0RoM9Aply5aMia7oqIJOrjAFmHFNt5Oj5pcoK8XsXA+TT1mt4Fu+4z2cf2uDrapHPd5gcW6JremUuf4M03Kb3XqAkYLxaMr8bI+irJhsnWN2oQ8sM93eZmZWMa563Nqf0M+2KUtFPanJeoZssMZobxNlJmS6iy6g0xWGm2PK/X168wPMzBy7NzZQdYWe6TPNFLuvXWFueZals4+yt7nB7q3rZJKxs7FP/9gCmzdvcXRujp3xkCLLqKqS2hjmioKduqarFD0lVLWmyDP2RhXMzFIPdzH9OTCGbj0hm1tg8cga0jN86wc+zO/7gR9Esl7CIAkQeEbyK0iJ/COpZtaO9VQ59iWLiowSpcS+0obMmaEqB4h+gviA+4TXXHRKsPnHwpufaWppmoclD6Uh5yFrTa9gahMPXFb+okm03PQ5b7cwJvGuO4XEa7q4ZTMWOL1IsCf+J2Df0nGC+8rPWRPjR9M2ByHROA/BUcMLxgDctrz0pYM+OXUqrIRxIOftnd7S4yPsavfdGPs7S84+gPjd64p+gaNUBGNvkvgSOKXcwRN+qIOdMvW1Wio0bE0ehD04egGd7sknbvtrQ2X8DzmarlQMTZFovXHgxdR+XoUB0arLN37DN7E8M2C4s8XP/NxPs3H1LdjcZDIaIQh5rsgLy/g3dkYsDDp084yy1nYAEKZaW+mEQklGVhsqFP3BLBpN3Sk42R+QlyV1bx7JevTnZ5ipd+jkORUZWT1BzxTUJqdf7dGVOa7ulZx58DjT6ZDOIONof4bdneuYHhw/3mM1q9jaMOzuXqZPhycePMJYazauLZPPVbz6+jkePz3Dy89v8M4nHqa/Msv1i1Nk5SirK1OmcpSF6zdYGuyyORzSGSzR09uU9NneP8axI1P297pMxiV9VaJPd5hmJRcubHFidZmr/WVOrC2gp1uYEl7b3WPp5Bwnz6xRHV1jtvcke8PrvHxxh60rt1ie7UK3JiszOgurjK5fYXZ+iZ2dbfJeB13WjFVNrhTlYJH5YoSUU6peDyMVSgzZ/CzlvmahP8N//AO/nw983bdTil2uBwEetKUgThtAFVg1cG+cOJ0MpjV0lUZjw+qUn9B1SSZVAmR1mMlNB4fjX10iLhIkJLdnMW7/PAxUPJ/H3eiNpbMxEWQCSLXmpDg7Yh0mYHjW1+PPk/W/rWkgqSPU7+77cw5abQ3ammt1FF5RisV3TknoSOPVQ6FtfpNE1AjDWHpg9+OayBO/1dg/FFrkpacR68nXiU1WognAn+zlQVzXieBNgv+BcB6qUjau1dRQFCCH2Gdvl+5sQ612yPNZKndqYWQCaYDqARU+2enhD5Bt79lPsjY1CS9MHeFqhInJPRmj5prwa568KkJrg57WdLKcr/rAN6J0yfs//B1Mp/v8wr/9//Fz/+Zfce7N8+iqCgOlRNgdlZS1ZnHQZWWui+4M6K+ucv6V11lZWWRuYZFOp0M9HjJaOEl/skWPKaIyjvSFvY5imyWKvEPPzLLcHWByoaP2mRnsMx31WMpX2K+Fqy9vs0zJZJChe0coOwq10OETL+yw1N3GaE05yljfnvDIQ8eY6hqZWaO/NMG/O6wwGpMJnZl5ipl5Fua3qFDMrZzk2r5mcbXHkeUeK2bCaLTF3NxJtK6RC4rVuTmKBWG0U7GYlcwtdxkODVs3rnH8lMYYxenjPcj6dIpZLo8qzPAyJ9YqelnBWO9z/9xp1o4pdrd2mO5tcfXKLda7+9zc2GPu+DxmPKLoLaKqMdLroyZ7MLtMub+DMppeV3HiyBo39rdQ3VW+5t2P89Xf+Dt5+n1fR17YHWtRPQkLvYTX2usgj0yW8cJEzLtQT9FGU2SQORUlF6t/aaPtu5+IAIIx1Lom82qOCFrX1qwjymlkma2zLuPMNB6mTHCCoYpoOnP87zXIVBCYRLs0QUFpTizlt+972eJAwS2M7HJdRY2TBBADpfyS3WGbbimyHvK8whLzNz30YVuqm8BBJog3HSTRDw4wo5DwWmkY1YZZI1VwxdfFISkBXrAyLZ5PI9R1zfb2JouLK+AcWR54AabTCoMmz+wYxeMUm0IrjKo21PUXYUO9uLPOQ0tdKulGYeg7mtgwW6sA/I0M3dBKaxNfc2tbaAnqjfmaVshIXFDQo2ocoqsRSjJqq2uE68poum7ncFnVdEQzg6LbXeL3fP+f4IEnnuaH/tZfZ7J+nc2tLSaTKZlbjiqBR+4/zQOPzDKeWrE3W59kfmGWfG6JYlqzt1MykiFLRzVLM6B1wVynz67e40FyjvTnuTScMNNdYGMypqqmKNOjmmrW97bYqHKyuTneLGvY22W4ucPO/hitoRZgZ5Onn3qU4cYm+1XF58ev88lP1khfgckpqg6T6T6bD5/hxvp1fv5TU6rRFkvdAYVkPPs5mM7OM8kUi8NtZGGRyUSYmb0JKLbLjA05wXBni7X+kN2qS7Wj6WrFUCsmumSqFbs7JXNLixjV4+jiLJc2pty8cZXTZ87AuCbvznDkvh6nHlxhulPy6BOb3NoybGxPubmxw+bGLW5e38RUwkig0gXZcJfMVBy57xj1/pBsdYUPve+dfPt3/zEeefgxKq2ojXXsId7JEyDKKyRRY/X6ikfaZDUV9tDrMYg9nKTIDHXtzp2QWLox1imljX1PE6LswdehQvuqHEE7kEk3VRLXifXEXssKyDqRi3UFklmVp9GXrMXxFuSjztfUctPXhQTwSw7sbqfGQUKeNiYFLOtIbeizxgKS9xcVRMdNWBX4FobonFi8P8+UAKJRa4y9SndBSbL48OaDZvxtohpHh6Hrv7cli/LxqobheJ9ed8D+cJdnP/8p3v/BbyfHOu9UptA17Oxs8/wbz6N1xZOPvYfluXk35lFoG23f0grRBHCYNadF89ursh/99c+a2e6sfa9SILlTf4PR2cfkRcJnxi6nqvDGbj8pkgmAJVhOBMAKRU6Nxh6GMcV6UHM02n3mEh0TNYpMIpdpI1QoOlJjwC650RaIDZTkjEXx4sufZq7f40d+6Ie4dvkcmzdusT+2r4x+6Mwq3/TB+7lxs+bitbco1BrveOI9XNjbZ77WbNx8g2l3gZWVDkv9it29MYXqsT+cMOIYdW24un6DvJ6wN5lS7+0zU02Y1ppK1ZgaTj/wADt7+4z2x2STfTpF5pQaTVVpZhd7HO0WmDqjHEA5tDG5fQWTac2tvQmPPnYcPR4y7RfsXR+hTYUUGSpT9FVGpqHKrFeyADpA6Y4jG2cZmTaoumI614cM9m5uszOu+M7f+218/mOfoVuNGY8rTCVk813G5RRTC2ff+RDHTh6nk6+yeOo+isnrzK6cxpRDZ9fL2Ll5A0PNtQsTlDJsbl7jc+c2uHX1CvefOsXpM2u8+wMf5qEn3s3Z4yfIu7PU2k0a/BZRx2NRbQsciKRclaydUifJYcyOCbjbyRQiBiWKSnvOtNpqEc92A8nCpDbaKQiSgXKBQfXUqTxuZhvtngmWV2fUO1x3kXR1FlLThevzGb90Ji5LPZCFKKDUMx5J2qKDr6V5S5JrucSoJB8b67W1YMZOndbSKiOZ46lgaLpTovnBmw4amq+v4xBbsi/RgylYDVKbiudefpG11SMsLS7y+oWLdPozsLdJd3YGlfc5unqEZz/9aT7/+uc4euIE73j0vZw+dpxObl/WmUYGpKuBL/74vs+8ZvoKSjIqBCMaMSphZjigjIflRqjCXY5hCBkGZbTTYg2Zs95UTtPMsfdqbGhJ2rFDetAwdId4Vj9ohqAl2y0GGZVSXLz8BjdG+7zwiU/wwjO/ztxgnmc/8zn6UvI1H3iMzf1NLmxsckTNgMyzM6pZnO0xv1Rx8eoWO7sTiq0pZabpqoxa291WAykYS4UNIs+orLuDXq+wIVVApSsw0KszJpkm63ZZOzHP5n7N9uUbDIqc+wYD6hqWHllj6fhjCPDai59n58YthuOK00sDCoTOao8jj3413ZU+VTlBibB5/jI3b1zl7OOPoyeKcn+Lih5b19+CfkE+dxyhgrpkOKzZvPgGMp2wOZ7w0P2r1PsV/dmczZ0pMoXuwgxX19fRo5pTD61y7PRxtte32NkZcvzBU6zefz9z/TX6yz3mF48zmJ1n98bLTHauo+sxw124Oexx7twLfNUTT/GBb/8+lhZP0+n3kuWqBco0ljFwWeLNT89jOqir4sbeOjw9jyox4aBpYzSZkqDRKTd7tLvnvfKZuDP0RbU53KkqTuP0BjqvhoWj+JOjLNNr4ASFSTTq0PQD4JdeSr/HSR6bEJxTPr/33Cd24OigSrrjPj1NhHj+KP55B3rB8WyaDzc0aqdd+huSjmX6ACTlJZt1Qq42P/ibcT5HQQIYzbVbN/nn//QjlFtXefjp93P0zKPkmfDaM59jdzri+rULfPh3fC/jvX2uba6zsLzKo6fOsLa8TKfokKussZsqbAAIwsP8xl/SlymFpiajpiLD26jiKw289LAdzcUCoQfGcNSDsQ3qUJEZjRF3LJvLVVtfIlNyMmM1ygzjgFUOgGkTWKP8k2SpkAxdGBQRGz/YF8Ujp89yn6k5srjCO7/2A5x75VWQjL2rF6nyY1w5dwlqw6W9DQa9Xajh1pZQ7g+otvbJhxV5njHodylyRdbJMVlOp1NwtNNnZq5PNjvL+YtXePfZJ6i6E3rMsV/v8MxHP0WtSybUaGNYXhxw35kz7F3eRF29SWUM5dROhl7RZ2a2IO8AWsW+GyhrTS/L6c7NM7O0yERlsLHPzOyU/UoYrJymWFyBLGNv+zr7ophfmOf0oyfZvbbN3LEF9m7t86n1m4wmN0CDGU6gNPSOLfF1H3qcyXjK87/yDJQ1HRRHuj3MZISux5jxmLwqmVx6i9HoVXYAM1ijP2+YP/IYq9mU3twiM2qb7kPvZn+yyfbeRWa7HchyO+6iD0T4RHXICcpkj2m0c3oFJglg9yAp+oDwLZTbyquF2mi32IVaa3KVkYndLqm1JvdbpZEGSER2d7E8YSh03EkIDmhrp8nmhD2SurSFOG3V+ALTlPQxRCv4JbJfcfuP4PW1X+0KIcy6hJRezUh2U7WSB9H0Shrr6QVeGCuJ8zvRF0NhgU0ltiSYDJKVRNzd1VLNGiuUsExJJn8aNWFY31rnjUtXGHRtqOPg6FHmFwom1YTrW3vMLBQML71Jvr/Jr/7Mv+Ls+76Ravc6Z9/xOFJV/NxHf5FTZ0/yrgefwtQqCiwSnmt9PyzdEVB3x5vM9WfB5AhCgcZgAS4Aohi6PhzYXSpEUxlFJZIY2CM91CFvmDEIOTWZmGgr9ZLRgarGBkG3hfuBPib0bygAjum1s6MVCGfXTnFmdY16UvKL/+anWOiMeeWzvw6TClUa5ooOXemxct9xJtWYa1cvkWeKIsspuh0++M3vZ2SErLfA5rUr6P2S+aPHKYoMrWrya1tUSpibm0ePMvaGBSYTxrs1/U5OlimGk4qprtG1oZpoOgNFZgAlZB279XM6sae0+wUoI4PuKdaWFujJDmpnxMKZJ9m5fo25JeHmRo6Md5jpz7BfLaDGBpEMJGPzzavMP/VeptdeR+9vkzHFYKxZQqzArIaG4W7G3rDLOB9g2ABgmgsPP/4Opr/6HHuMGMzmrN3/Xs69+BmWcoPkeyzsZuxtfp7PXrpE3RVO3HeMpenrLGSwdOIxsv6KfR1IchBOBK44uCZMOjd+fjXixl6IvKJDGQS+TKeoNhqF2LfdklEb8Fs2bS2GTFQ4fLoxu532dEAX9vO7tWSPizRtQVT5FxR5dTIFRBPB2ZkL/H7IuHpMjwtMUFWcxdW7yUOy3hVlmvNMSZyLKT57IE1/G9evBhlSYMfg3/vUNM00adcQdonj2Rbofze11wDkxsSDVMRCqHW6RVuqCGzv7PDSay/xiZ/7KTprS4wANm5y7oWrLDz41aj+Am+99Gk2r2+gK+Hm/nl2fvFfc9+JVc6dv8Crz/wK5Uhz7caA2aLP/acfISceR+gjBm67Sm5S/vbptU//LK+++nkunPsURTmkQ02Xip5UdN33LjYOwWqIXtJpOlLTNxUDKRlQ0qe0Guch0jETTSb2mUy8Iyuxizkip/bSIGiTSYGXopJ4W5P86eD5/5NKUekux5YX0MNNlhePUpUVWhs6SlHVmtW1BY6eXaVaWrGv0jD2Pet5ljGeagaywHC/YlpPMKLRekKXjO29mtmiYFKOkLE9VaqQGqsK2jbWlT1kZVROEMls9A1CB0Xh3pkhyr5Ko5crpIay0nRFkBzGQGewQD63wGSaI0snmTBPndslZ7W/R0/folNvk1U7VLvbDObsu466faHbE4pei0vyjE5/niwX5ucMg7LCn6tQVxNu3ThHL6voToWi7jJ//33MzM5z/Omvobd2ls5gkWJhhZlej73NPSbbu1RvvcD5Z57l/Oef47VXXkRU5jQ0b59LNdA43VM9xMc7pkCbiQ7AmitNkbnXTptWaJATzNO6pDbavuZbbEB9pavwhoVUUre1J0kAphlAbsJ4RlZMwLKeWmDVVfzttVgkgqgD3PCmVtEUUoW/XGoyqclVTa6063sd/lTy3bbD3s+Uclq4CmtH4+pPAcDSM2rGxtT47dN+V1YQQn7+SUq35LdJ/tr3fB1hnodBDS0xqdaa3Er3dtTGgt1kNOIT/+4jTDa3+dSv/t+88sanGI4M9E+zuHCc8c6EqVlkd3eD3eEWnf0tHnzkQQbLS3zql3+a69eu0p/pcHz1QYaTkoIa59YIFhv/mR60cli6I6Ca6UXeeulj1NN1KjNu3EtpJIJbliXahbsp8ZcF3HTN0CJWqBdPzIRrcVPIaSYNH0WSp9E+v1xJQDeJZAMDhZnQVYbVtbM88jUf4vnXLrJQFGRij83rdnJMXdHJ58j0BF2796xXBmUUJTMoEfYnE7SaBaCTWSfaVBvqStPNKrJBTTYzIMuFjJys45aV2tDJMhb7y6x29skLhc4Me6amxDCeDjG1RmtNqQ1TpSmnNWhQI83uxib7eyPGZEwvnqM3GCD1GOp1OotH0NkyddVlcPQsvV7N/Lxm8f4nMTfOM+0cY1ocYTItyLSgpybYFPNCM5gDNZhnJNquEKaGbEfTlWVUKfTKjFkZQLGA6Wf0ehnd2Rk4cpqFdzwNnS65dBn057jy1nVkt+LJh87y5FNPJwNlSDay+9En7NsJwxoFq99vnqk6gGqm3Dm7Birtj4MUQghmYCX/gj4bGuXDpjwb6uTIPM+HgSuTdgYFIq5A42eLx1PWjOJcLMDWk/jn3pQrGIyuUWjXTtsm1dbk3FzwO4diZTYGxtNT65JaT6l0RaVral1TG+PsxjXaVNR6ijE60h0LdcZt2w0tN+6FnMbFoIY4VN+/NKogCr8AnK6tFp9tXZ5cUfszxJhVt8pNqeduhZaJoGeWmFns0c+7ZPtbXBtu8bUf/FYeOX2Wvigee9fDFGLoL3dYe+wpev2McdeeUbE9rbmxeYMTpx7k4fvPosSeveHkio3AcTIqPQrhsHTnJb85gspKLm2XPKi6TMnoUAfebygTh3uMSMeahGCR2iZeD9Is6BTJkspEe0oaMCetMtIUgmElOA3DFjqsNpS7Zdl4uM9+KQxUTa2t97dGU5kaowoGxYBBR9mDU4xldVVk5Llinymrcx2uTSYokzM/O8fWSDNz/Di71y6xvDjP9rZGZExfcqqyDuQShKIc8uoLzzDeGdtDWoYGelAKjG9tcuXiJ6m7UDClrzOKwtr/slrIa+HyMx+jzjOUBunkmI5g1odceOnXKMshxhi6/XmGmztUeyVS/rx9909nhnJvQs7UaXSgc6FTdNFMuHn1Onknp9e1Hk7JoZzN6HRLJBPKwtDt2TEwnVlyBZ16SKVzzMRg8oLermGuVuyVHQaSk+26oHmJQwkmhMxZmuimsyHlGXdNm5al0MR86arSl2+wYCligRSwZxb4lVAAP9s2jQ7H4om729hX78AM43lKEq4lamM094tH00ZtVzsSl+JghbWSmrrW1omphEzZPezpoSkmRa1QR/NQDw+3UYnxVlQN2JjaCJqCuK1BAbZdzG0zSaBWyNlQzZNLfm56xVTs6IiJ45QMUgDKhhDjoKUWCK8Dr6opzz3/DEW5wXhccnrtCHqsOft1v4PdUjh5fImzjz1BORwyv/AQ566+TFU+z2ZhOPrgKgOpmHnoCR47tcbVG1cYzC9xbGmVucEMk8mUSVWSqYyFuVnX74PmyjTdEVCnE8PyA49DZ0CmFCo5rCSEVECi5seA/0isSP4DyW8ASPJ6ypmEiL7sxmfIl5I5FhL+mzbem/gjAeTVfp/f892/i7/5y/+OzJQuUMsur5VrY5H1ra+hEKQ0VNMJ/WyTaTlhazejU+dU003OvT6iqmt2qpr66i0+d+sae3VNNdEYU1NPSmptyHMYjku0GKqNiZ3ItUEVMJdljCea/asTxnrCFGN9GaV7mRhQGcO1t3boZPbtno3dPQLrW28CBilht3udHKgM7L1hQAndWqELwwqCzu2hJvlE6Mxqds9vsV5sw7SiVkCp0JWhNxRmSkPv/jU2rmwiPUUxucZcuUfZOUm+sMB04yrzg8La8HJAa5TR1BPNvvTQZYl0i4CD0fljIUA5O7qXrdbhEmMereknLq60s6l5+2LYshiRAQxUztZfGytUtYNxJUJlajIUmcqonbdfRNmzGpzb12oskX/iXvzIet5MEMODWvzoG6VrKqcwGLEnkvmltgayTChLuzLIM1uPfxV1elhLuo0yHDUoBIBtzgmDdb05OmFAYiSqDmBq7cniFRoEYzTa1AmqOeNB67AjCVvBTVJrDK30fpHApxAVJUtAr5cmzzpR4GyuSjlaYLh68wYvfOKXuHjlJlW5w4ljq2wPNdv7m+T1hK3tTdbm5nlxY53OTEHW6XN85X6KcYXa2eXy+pT3nZ1hVCq2r1/ip3/qX/C7v//7ecfZ93Jja5OXr1/hPQ+d5frGTU4fPUa30+VO6Y6A+tKvfZR3ojlybBXMY9RKbIRosHtZQvhtaZHa6RIASEKm2qlxvY25BzTXg/dvA9WAaRnW3dT1OzRaDwlCTUEhNrymcpOqkynG1YRzF55juj+knhpE1YgRCmo++QvPIBjK0p4eVema6UQH7V0hVLWzPbldGv5YMd2xJx4N9ytUBotnTrE71kzMlN2xZjzXp+4WFFt7dEsNpVD0FEVlmbZUBlMaSm0PwPb0zEUojcGUoAqhqwUUZIUgMzaTVEKprNaf7xlW5gp2tqcMqoxqrKjNxGpQ2jpzTpxd4OZbO6wszdPpFVQInUGXem/MtU9+ihllqM99kmm+xJyZ0GPDHtKsQHKhcO+Jzowm7/VJXDOtFUxD9wnD7sGy1JkDQRPGv3ncncQFS5Cbkf/i5I33aieIKmPtj5nKgj8gD5vEHb95hvN87yeCd6I0NEIaz3rnlviB8n1T8XSjqk4lAXZ3jqvGvx+rrjVKLACnx9B5x0mMnYyzw4KsCtooGAeQmkwVSWujKcBTtzEBHTAaage4cdtQ0GY9CLvyJB0TR3O7aSJLVrnJZHa/m2evxJu2ftuPxaVFFo8d59k3Pk65MaIa15w4cT8LRcWVvV3qvMfCYAadwTf+rt/LI+c+xWuvX+D6/oTJaJ+v+cDX8+3f+XsY7o8x1OzvDnnt0g0euG/IhbdeZjqu2N5bIKPHzY0tTh8/zp3SHQG1v7zLtYufZm3pccpqn05m32iaxo4FKjjKtHkpZexDQfE2KZlbiTKS6qPSWDrGAxz8PfBnDMQyPajGLOlszouuPX2/NNSlQTRMJzXj0U3+/6T9d6xlSZ7fiX0i4rjr7/Muvc9yWV1V7aq6p3r8kJzhGC653CUErBG1IgRIghYQQEH/yOxKAghpBS4IYsHlUlxyuTvDmeFwyJlpM9M91ba8z6y0L5/37/p7j4sI/XHONe9ldhHYOUDmu/fcY+LEifjG9+e3dg4wSZbhySBxfclhN8w8YSSYdCjXcGoBsGOWzFiprdwM3I3NXW6KRTp+GX+hDsaysXtIWqpSLEiWHZ+yzRmBgsBvkThZTHpoCxgBhSTGiSL6jot2fLw0ISBCKkESg+5lBsFSKJGBQPczSJMIIg+0o4ilIUwN0kjEsBBc4JB2E5Ik5au/+BqzgSHyFWJqmQvfKHDQbaDR1Pt9nH6CJ4/QArr7m5wtlemrPWxqKBR8jgGbdnGlITZyNOkno+lkLrWM9uc/pUZmRic5ZkQnFtN85o3evzg1VhiPEzE80kLm3K8ww2KTw3F8arCOyxQPJ/5EtM/QvYuTQ330XUweNh4Mw3tkIDoxXiYuZrFZmjsBMn8nKgfgTN09ZqUwSVyG+3MDD0PRnpE6IPvdok2ci/fDJILj843VDP09h8ayoRrEYiZ8Xcf1vsbPx4REOTTaZWAqJtmQmJi/YvKcYb+dlAXGC0bmctfvHFOvzXGvv8X8co2br/8VPA3333uLDw5Ws8ioQo3/9G/9J3zt/H/ApRtbPH50h/WDNc7cfBFHKALPo1wucuXKeR493mRzZ5VW1KE+s4TRDkuzU0xVqvw0+jbcPhdQp2YcZutlHO8MUpWwIkVYOdFpYtQ5duhako+gMStkPMpOg+1woI12DI/JRt/JqIrhde1o9crAMX/JE879QyaRkZrx0mgnX5SShBoCZRBDKx4QYihgcXzBoJ2JOFpbSIYvMmNd0UBjhynADEhHnGQIZIwCIUi8MlmRMYHR4AR50Ti3iD8tkCZGuS4rUzXixUWOt3fRtSmMtgwSwcH0PMdCEEWZ3s3WZzkqK8J+SGKzKJ3Ic7H9HknGsfB8DycZoHNtul8sID2P/WYbISCQKtfXZe02wMrSFSK6uLJEKzQo1cMtVViolnDQ3DYFGoOEGSzlygzOUoXO2gPe+8m7/I1f/2Uc0cY0QmwOEF5quXBphWC6yPxLz3Iw+HEWzhfHCDfIakSNXu5YpybEUMSfcJk6ARz5uLHjiTlaTkfANcHcToDEEEjzNZex07sSMmen433j7PvDSwwH2PBGYrRvxF4nRO/RGBaTBGQILxMLPGOwHxMUe0IcllKM2Kw2E8eM+u00Y7E8yVYnXY7G7cn0y2P2Om6nwAiVG8yGvazyLhiDrjh9fwuCSb9pMXG+GP0/oqAT72TYrhMRVhNzfPiSs0q2Ds9+/S9zdLzGQnsKKwu4rmB7/TGBE3Pzi6/yzX/1/8OfX+B//J1/yW/8xt9gYX6J/b0dXr9wBa8yS7FUpFC0RHHEc899lUi8x533v0tQrNNQLrPlaVY31ph/8SU+WX3IKzdv8tO2z882ZYrMVJ/j8jPfwHH8zLUkH0cjRjA0GJ1AzVFPnbrgya+nfZqHi9PIiThHyFHXilyAGOM2xmZBAeLU9YZhp5MUNYv0EsQmJYktP/zwHdY+fI//+D/6OyjlkWiL8TxEvUZzewPrgpMKHK+AQGO9EkplmapMLhoJ10UHNSQpeIUMDHKUyLL4CKST5UIYqrM1YFWWJUeRoq2m3+vw6d3b3Dp/ln69CrZFkhhKc1M4vo+U4CYGKbJEHREaOV0jECIvPmZxajUcQKdZuWFEnUKlRNoPRyzQK2eeCEmaIqTESomOIpxCwF6nR2npHGkYUahWmK7UWZxbQAtLvHdEZ+MRYbHC7ccbdN79I2bOnKOsUrY39/gf/uW/5m/82s8ze/Ey1hHEg0PMIGIqLKG8CsUz1/nyX57FbG7S7TbwyvN4Th48kiRobXF8j4klejSaLDCZx2HSxWOIN6PJKcYW+ic9SoYANVRZZdeRIovjz3T65gmr/InWnBBr8ok9GtsZaEzqTSc5wpBxZiqzCeY2AsYnF5ERobCWVDPS55/IV5qfMPZWOOmnaSfaLMaNPdGdJ2wME/9bxMjbYHS/EyyIXP0w1Kna0dnkEWuj644WOnHqDhNgfwrMx/Gzef8NfWuF5bjZ5NtvvEEqAWZZnoPrZ2bZeOtPOTxscSwcjCihgjovfPlXOTzq8dF7f87K3Bwv3HqVwPXxPIedw31anQ5xnOArhenucv7yTR7f/4BL527gKcWgc8Ttj99ltdX+nw+oly8/x+KNVyj4RRApbl64ZfzYY2SbECJOQurkuzvNln8K5p6YLmOl1cQpIxpCSharPnnpIfNwPBedJJlRAzBIUB5rhwd881t/yE9++CO+fOMypUqZo909djceYwtTbO9uYbWgunwZ18RQnEags9pEUhDpk5Y+k4RYp0Qy6CBg7NMIOF6Q5TXod4j7bdygTP9oE2sN0vFQQvCLv/6bREf7dKWl2W6QxFCdmybshsTtLgMGuMogHZdBYkm6XazRuKUyynPHTt8SkkGMjiKUI5GuSxKmhMdNTJYKHSfwQQhMHGdJsj0XpxDQPTpASEnKEUGxSP+wS3jc52BznzDqZyVGSkX6Ry0Oj/v01+5wuL+DBAZhAjagfOlr9EsF5jwP1818INNBm/7OLiI5QnoxzkyVf/Ev/hlf+trPcevmC6Q2xVjD733zD/mFn/klygUfKTLvCaQaLaQj/+SnSlxDNjlkPhPRUxMnDFPFkQOPHI0UkRuewOiMiYmJMNHJjBjWaMREsaExA8vG6tgTIBuzIxXDkMjmIDGheMjJgBiTiRzcGRKK/LrD+wiZ6eUFeS5QkdVdglwqmmCmQ7atc6t49mziBICOQXZi5tnMdWkUFWbH1zK5vn4SiMcIkKlQIFcXjFzc3ByHx+9DjBa44f0nX2cO3lagbToGbCxpmvDZ6gPufPgdDvY6xJEB6RJ3W8R2jjAMaTSOqc/NsHvnA248dx0z6FArFTDNTeJCgV6vRewV8WKH1d0d9ve2UNEOg7BH+2hAK+6jhGVqpsb2+iP2H3+Pb95fZensOfiVX+OnbZ+fbWr7NosXXkOJfI0SBmHVaCCcWFPFaAjlHTwcACf7atybPPH7KLvP8PfcayATiybenh0OyizphyWLydYiyyakrMIVmtRYUpu1MbUJZS9ggOS3f/uf894P3kAVKuxsPuL/+//+L9laX2fruEPBceiYhKA+jxWCWPkoo4l7LdJoG7dQRscRfnWWNOqhowHWGgpTiwyOd1BeAb8yPTHSshQ2TqECgHRcytOL2eSTLq4eIEVEYWmGS1LQD1ze+mwHp9vGCQdUnJRW7KAQDAYx5arHcdxnenaGXmKpBJJWq0e1WiZMUwQDivN1ojDC91ySJMLzBXE/oVouExoLpEjPIqSD0RppIoxM0UlKySkiPUut4tEb9KnKkIoVHEQpC0qw2+4ijEZW5kk7h0hrmKpWWHrmRf7srbeoz05Tciy9BMq1KpWpKapTZ5mu1AimPKSJKb/1Hns7t3lbCi4un2OqWuaDN3/A/f1D/tqv/BrPLC/lTC5FyWwknSiGI4bqoJMAOxkpdfJzHkll7UhKz9QFQyDWWKuR0kUqB5tn5R+DKhNYk3+Z0D2M7jQaoxOBJRNDGjFUUcHIUDuS8BiJxWPN1PDzcGZlKpIheFoAzUjUNtYirRipcjIda3YfNTJ8TT5M3lOT3iEjIM7vaSfub5k4/yQLFsjRs2cqgGH/DQ1ceT/nd5VCjYiAmPADzncwApQhgx0uLFj64YCjwyMaRzGN7Ud4lQLRAJZffI36tMfH7z5ge/+YRtSlMl2kuFfhbMVw68WXePzpgObxPt/6g3/A/LWvoEp1akKy/vafUpkpMujByq0vQ28H419haeEc7e1tPvtsHWMkgfMXMEp19BEfv/P7zNVXKJcXM3AbL5wnyOPJ9W2IrmK02I6zzuTbKaYxdpNgvGJNsOFxUuHh55NKhsRq4jQiQVF1BEYqbBqj0BzFhnLR5ZPNx9y4cIm//Z/8bf4fD++z0wt51IJH736KE5Qz0VF5KK8EQtA/2iKoLyCVRroenuPilaewRqPjENcv4hcroDOWVZ8/S5QkxM1dPL+AFFnJD69QRGmIOwfUPR/XFbTTFF8oSoUa8UDw7NXzSLeI3+1yYbbP/X/zQ5aW6hx32yxVXJp9TVCpY1Y7nHEs7DSJkpQFsUC8tUUlrZDsD6jPK7oP1qjPzWB3+xTrLtHRgLJvqIcVGk6MSmLah32mF6oc7/eZnavQihPOLS8iDraItkIuXl3m/sM9zl6cZm23zXMzZwk3H1A/auI22zxqNpiuz9ILB0RJyPs//HMCv8B0wWHl0iJMX0UaycbjTVKbYo3l3M2bOFKgp2r0E4d//A//G+ZnZzh/8yr7qSC6/Sn/4NFj/u7/+u+wsLCYDdDABwyptkglEUZjjEU5KgerCW3phGQwOUWz8TNe5E+I1ROGS2OGTuv5mBS5vyou2DFQWJGl8xtnXRsbc0ZEY2jRf0JCGwe9TCDtaNyPXMgmsi+BHV/vFEExQJKYDJTzm42Y5MjDJWeOuUfA0Id1DIhi4plPTs5JYH1ChYIdnZuxyMlHFfm6M/RlHYP2cHGwRiOEnGDfjOf1yEk5c9kSIousG4QRq5ub9Nstescb1OdWcGXC+u4mz86eQXmCQrHIF55/kfsPP2SzecyNW+dwy7P0OpvEqeHRZ6v4pYB5rdm68x63t/ZpHDTxzt6isqBwTJtP3v4uxXqNytI1Ht/fZHnxGtXFaRpbbT5v+1xArZaKdNvb7B/dp1ReYKjbHL6joTvKhAJg3Nmj30/shRPfTk0AO7nbjgAZJsX/k9dKERgsPQyP1taZqdXoIThMY2aDIh9+9jFnzl3k/nffpaclD978AR0DzW4X1w2wbpG40yDpHOK6LvHOI+pKYQYDtF9GhB1EOsBJE7RJcWyCHTRxwwjHVRgrsXGCW3BxraYqfVJi/DjNGDMWP84iU6YKPo6QeFpQlS4dk9BtHfOjP/8O58/+B0ypA7RxKeyu8YXnz+J5RbyjIvNzLp3bmzyzWOKDj4947uWrvP3WfZ6/scT67iYvX1zi8KhHfWYKkw4oOoaFKOFOo8352Xk205Czc7M8eLjHucsz7Oz2WJgpEPVCXnnuEu2kw2JQYTGocufokGtXljh4tM+tm2fZfbDFzfNzhJ0uqUi4tljj42aHF8/Psb7b5txSmY8etahYQyJdthrHtPcPkYVH3Hd94mIJKSSXrlxjBYujj+h4U8g0Ysqz7G1vc9hoMGj1cJTgt371rzI7t8CD7Q3Ozi2ghSZKDQXPQwoPrQ3hIKFSznT6QqlsQg6tzcOxwniRz4bTWKYascgxWTwBJKdtO2aYLPqkshFsJhFJNZFEemQVJY/QyxnoBPvMXPeeYCETYvMQe8dz6glBb0RShg+auZxrbRj5d+aMdOg5Mdn0U4/BSVFy8k55vz2xMohTx53ehp1rmLzuWGUisr+5OmHoMSBFnurpdJtGrlKWw/1HWBlRnlpGxy3WNh8wP1Unau9zvHfA1MoZpmp11vfXqOkOew/W8Gybzdt7pAPFg3t3mL72Mu6DNd7+/h8SoXFMynzyCipOub/VJYoEFbdFuVDkV37zr3N0vMHOozvcu/3e5zzzvwNQS6qIv1AjCvtgDUaozOHaCowwjCrqTA7ME+/jp4n9p+jpU9QC4vRhQpw4dGz1k8Qo3v74Tb717W/z13/z1/nTf/0HvPza1/nsYJ+7m9u898EnPL57H+FJdPuYuNch7PdwHUUnSgiEpVbwIVbEJkIMLL4rSNo9/KJC6kxcKigX2z/ORHzHIxVgpCXwAoQGJ3AwkSVRLom1aDS+IymhsDLL9p0KCwYcI0iNxC07vP6N1/CEYO/giDTaZ7oiKVYXWD9u8tyzV9m9c49Xv/YcGw92ufLcCkkr4vlbZykbj359ivJUlW4v4fKVM9z98D7PXTrP/XtbvPLaVRp7IV/7+a+zd/sxX/riDWwYUb5cIPZc4m6faqlI49ERZ55f5PHH63zxlZfY+eAOC8t1Dm5vUK4XScKUo06P8ysXOFjd4NYXr/Do0SYvv3yBnbUjfvZLN1n/ZIvaSpmP77UIBykJXUo6QgrQ7WMG9RKy8QlBCYJkG9MI+dKyZLOd0tSa/ThloVihs3WPb//+GsHMDA9WP+K5y89yeHBIqVJnvjZNs3WMVoJleY6CF+AqsiJ6p8T9YRHHsSFlOJxszoSYAInxqBqNrlMJOIboa3MAyHw1s+ONTk+Ao1LD/MF5G8zQJ3qsAhgpy8SQyY0nw9AYdQI0T82ccZjDBFvMQXXYVkdlBkszFBhtHvF2YvGYfO7Ta8YYOMf5ju2Je47d3ibPnzBGnXb4zkE1u/e4rqpAMqy5euKMUTKZrN991+PKlRcpFwLecWp8/INvceWZV3lw72P6A8nzX/oih3tr/Pjf/AnzKxdZWCpzcBizub7K1MIVZHLI+csXMUGASo84TtqERz3ceoGdxx+RVGf47KP3aagWF5mh8PYb+K/9AtOVBd7f/B7R4C/AUGenrzEIm+xvvseFi1/BCcpoYfCsi7In3amzDsp61OZ6y9GAPb3gfc42Zv8TI2o4FYbiSf6rFpmeLdaGt9/6Ab3mPv/4n/5TFJrVf/X7DNo9tLaZNbt7hBCKgAgn7jKDJY5jzEBTChx8HY8yxVMQ2AQKBQdHSdLE4LiS1Gh8pYgtGAUlkyUziZRBpeD0JVIIKkoQYki0xHMkbiDohhphDQvFIjP1KhuqQH9nD88Z8Gj1PpEj6HU1Bc8we+4s9++tMjtXZO/RAyqLNWyq8R2HqXKV/XaHqxcX2f10i5tXlmg0u1y9vsz2vU2ee/ky659ts3RpjmAAntUMDrbwpWF+epb1tU2WZmtsPNjjmZfPc+fjNa5fW2HrwQ7LNxbZvLfG9PkV4l4fpzqNKll21464+Px57n50m5svPMPa/QecPX+Vncf3OTM/BwlcfPYcjVaTr3z5Jh+9/wC5cp5B8xjf87l84zl0qYZWEi8I0MkAOeWz4kqWq2WMsBydcdi6f8SHb/0ASFmLFe7lm/zg43sUdYycnifwXGZnZum2mlxbfMjPv/rLyImIKTEBACPXmwnQPD30TpYR/ul6wvHYmzw39+NVWaJpawx2GImlY0CglHtKDTFmztlfMcR3RjrVE1NkbLQZAu/Q+2XsGcD4qmL4nNkV9EQ8uhh5MogsS/8phvpEMMIpljNm4JMA+pQghuGTnSJQ2iSn7neCi+f3kBlwTtp8c7E/jEIePvqIixeeY3luDm00N2/ewPc9wjRGeFVqtRlSf55qJWbgGmanFL1Gh521OyzNn8NJm2zsrjK7vMQn7/yI8MpNFs9cYj16RNyNeLCxgbuUcubmy3xhKqHTsmyv7VCZ+5Tpl7/Gledf/YvF8p+7+asgHDbufpv33vwzXvrSL+IVCic6bqLPxgakp/wGPJGKZTRGGI+7E8LEKJRVjFjFeMAMxShwlOL65Zt8+vb7SK+EdD16RzsgBGFrn2nXZ15mVUxbSYJJc6ulFZQKCpuQFeISWXSUk0p8T1GwCmHALQlMAkFVEqcW08kGvy8k1oNiIImTrPy01aCVBSVwNLi+ILWKiy+fZV4UKV+/zIN7d/n0Rx+RdvqUqgWuX7/B+z/4ASvnrpKUXNYe7aEXriGO9ylOBcRul6ONAy7eOMt77z7i2ktXuP3uA248c472XpuZM3X8UoHSTI32UQfPUxRrPntbXc6cn2b/7h5LlxZ48P5nzF6cY2+3wblnV9i+vc3SbJWjxoD6uXPs7m8greSoc0zveMDlF2/y6ZsfcPn6Ejv3t5m5XGd1b4vF+Vm6rWPwC6QFwV4zZq5cwjQ81vZCSjevs/Nwjcu3nufg/iMe7O9TKHT4yXqVX6mV8rEgkNWsTIgCFnWBebeEKDp0ByFzOw3W1j6kHRfYFi49HuEFPkG1TNprc+mXfg6Z5xUdp3WcZF8nJ/nYADUx2UcgMclWx+efZmVD0Xjy2GEqyCc3mwNr/rijHKjDcGtBptIyE79nlHjMIcQYJ8dfJ+bAhNFoQj0wFBXtKOOWGDNsbcY6y1ObkJnxatxPpxn7UGd6ElRP9huc7vvhb5PXADA2feIoIeSJ/h1KFUeNFnf3muw13kG4Lo39h+yu7TJ/6QoyjvmN3/gbvP/2GyQmxdYX+cILt+gNWoSkCM9n73iL93fuMOf52JbHhecvcebyC1xMXmAw+D7PLGoePD5i8/EuK1+9ytnr1zk+7HL04AOCoqBcLvLiCy9w+70/e2rfDbfPBdSP3/sXTC28hHAC3HSfMGpTKlay6J4RcObDbfiyT1P8/McJ//rxT0MQFePzTkeoTPpP53uYFNustcTWsLH6CBPFaBxc5eIWq5gkwg0qqOk63f4hUSgQMmWxXGCgU2IsJgXpCeJE00sSIm0oC4e69AiKEq0tkczyhCaJpRcmFDyXxLHogkfk+ISHTbRSzC5ViPdatASUz8yxpAKWl2epzpRwSwJRv8m3f/ge999fw7T6zMxM0Rp0+eAHP6RWK5D29nn3hw/4+i++wsMPPsA9dxYxN8v2w30uXTnDm9s9vHNX2dzdIF6c5khpNikzXTzPwb07vHjzKh+98yMuPHeDR493qF59gU/vv8mF589w+9PHrDy7woO1Y1aun+FRr4k7P0fbcShrn7bwaNsa567V2by3z/Uvfpk7jz9i8aXnebB6h+Urz9Ju7NOtz7AjFO2jkOnnXuSzt97kwsuv8c7bf86ZZ1/h6Affp+K71IMCzTvvUa/NUFDwcH2LgSrx7IzizEIRKyXCJCPVjlUgp3zsIKWkXM55FS68MEPSCHkQpXx8bLG1Cr7vMV8oMlVaQKcGaXMD1XBoTI6RnyoanRZRh5+Hk/00MxVPjL8hODwdjE/fj5FBK/spl7JsVjLGmKEV3EzMAJsfN9Fam8OjmHBNzCZdNpfE0KtzzFvH82XSsWkMwGKoAsgPH4bAPom5pxeZCdCbYO9PqgVO9/dPY7XDa5mTmr7c4FcIPOoerD34iLfe/yEr0+eoFgX9rSz3wsf3bjOzcIHWoE+5HLD4jX+Pd95/i+9/+59x68Zz7GysUpIOSQI7W6u4epe91XWeefFFUn3AYaPE9SvLmOIZfv1Xf4OiV+ajwZvsxiHL83PUK9MoJfn53/xfPrXdo/Z+XgmUv/2f3bCemub6cz9H/+AeQXGJZ7/8N5mtTGFFFkLmWPU0QnCiS0Z9OvRKnhglp62Kp0MEhpEiJ5hFDrLWQjNJ+If/5L/ms0/u0t68B34F1w0IylW0Coi7DZRfwBqNH7gEMqVo+yTHbRwh6PdDAsehG2rSQgFsBE4B5ZUoKsug2yTUKYVSHc9q4kIN4RgqJqTr1lHlKmGzhVsoIWTK1dkaLz57gYFfQ3Y6hDOzxHHMbCD517/7Rxzv7sPhEdP1AvcPmiAly8tTRFbQ73SYq01RsorESK6//kWOHm+yOF1h2zpsPFrj8le+xs6nP+b85WdYu7fKlS9/heO1depnV9i+/4j5uSnaRweUpmocHQ/wiJkOIhLrIdKUrvVZrNdZPThg6dp1Hn/wIUsv3GL1x2/w4pe/ymd3bnPuyg2Ot3dRMzVET+MQESYpGofCTI2jzTUuXbrBww/eoXrpPHsPHlJeWMEc7BEhKNkW9rDJ1RtXWH20Ryfs0Or2ePkrr5O4gi/+3GtUqrMcHW0wV5tCmBjaj3GUg1ucIWzvI/sadEyiDXfbATKosCkM7t4a12fLECzy81/7Kucv3crzBJwUpydkn4m9ExrIHARO/wU4HZp58vwnaMGp+5ycT5MJS8YuSXnqRjkO98yqdCaZv+YJSjrknScDBoYAKk4/8fi/k5Pl1CMMwXT4vGPjL5kP8OiU8TNNegVMPu+kvnl43Ik5bcd9ORmtmJ0zVK0Mf5vs++G3LAdBr9fhh3/+2zx+cJeeUfRSxde//gsszs3RHlj2e10uzJXpDgw3z13i04/e4k9+/3/AYKhOu+zt7uOqEp3wgKNOh0KtwoXiDI8auyDgZ3/mr7GycoblMxfxCzXe/f6fI2SLuQtX+carfwVXKIwxlMr+T0W7z2WorudQ9CSN3XVEPM3ypS9Q9oLs9VqBzd1KJpe48Su24zd/+oWe3iYSlpx+MUOr6ChiYmQdze7kuYob12/x6dvvUDt3EZEYDu/fRZQrhNag0LiLl9FRj1QGdIVHT5QwlRpWp0g3IpZgpgsov4C0CQkuqRV0hMCWFiDqMxCSxPMxaYhJUuJgEccRmCgmcC2v/+wXOOjDTAkagw7ra4+R2nD7336HsNHCOg5R84gZ10VUAza6XQrzC3gYTKxZrkgascf+cYs0Tnn2ygo//OY3mS6XSJMV+p1DLiyu0P74bQp43P3gE5QqsnHvDqrb5LDo0moP8OpV2s0+SRAQH28hzlzgs08fUDxzju7eDks3r/PZw4dMXbrI2qd3KPkFju58wrWZGv3tDapKkqyvoq1L3GgR9npMn6nTetRi7vJZDldXKS4ssLa+TjA7TXP7EJMqkrWHLNqIpBzQTzX9GUUTTb8WsLd/hI1SVH+fIPA5fvyIVqHDoFZl76DPbLUOxeco+UWiNKbjVJleqdE63mJKFqlzzLYr8QddVs4vEkY+H/zgDa7cvMX5i5ah/nEyExQ8TZQ/zURPTt4xOEz+NgaNSeY6vseYcY25ySTAnLaQD5moxWqDVO7ILUhKNdK/gkU53mi+TLoWZTibAewo0mj4TGNCegJqR4oyMQZnmysE84C+EeBrnUWLCSlwxjEMTzz/afb+pDHr5P4TpIjJvnnyeGsnFjlr2drbpuAXmF15gcN+SrK3zebmXW5/VOVwvkpL1xBJxMY7a7izlxmEmuefeQWhu3z64DOK0xU6rR/Q6zZoxTHzc3W0P83F65fovd8ktoqws0+SnqNYrjAIIy4++zyb26ssr9yk22kQFKdwxcmgntPb5zPUv3PT9o80N85f5dZrf5uVyzdQqSCWKamGxuE2geNQn1lAmbw4x1OkjaeqWZg4hpNOzpkfH6OV9oQQZce+eViBxtLVKR9/+jH/4P/+f6TV6jEIY5bPVOkchfiuQywsnsyK8/nTS4g0yZKAILBKoXttXCUwfplSqcQgivFsijZgkhhcHx12CBwFOiGJIlynkkUfWU3qOVRcRdSPSAKPJBygjcZVChsOcGRm1S/5Xl6m2dKTKTq0XF+a5catGT5+dIgykrI1fLbXzCqeGihKxbmqQ6ub4JVrmLCPrLoMWjG1+izdqEPdC2jqDj4FtLHUayWOjxsY7aCFoT5TpZMa4kHIbE0y6EIgAnqmg+MWoN9mYarIQSPCrZVJewPU/ALp3i6eX0XKAYlQCK3oihSvWiVuNigFRUSniTtdxk1gu++gBvssXpjHCE2pUuWdt9cpKIdEWwJtePWl6/TjHktL5xBLdeLyHEYWsvBa4dLoNQgHPeZSTTC7QOT5dAcD6u0mU3SZX77IS6/+Io7rUSmUcJRESnmKHY1B82kGl9PHjgFz8vzTYu9YvD9tCX8aCx22YWLk/lT97onpIGQeXGAy8dcapHSQamwRn0CaMaBbxj65TyXLE20ZJY45xdSHpwpwHTlaoLQ2OHl6wclkK096STz9+U4QJDvJVJ9cbE62d/ib4M9+9H3e+M4fs9ds8b/93/3nPLr7Lm+99wFXLi6y8+lDGqbP0tIKG1v7THsBpfNn+au//GtsPVpnf/c2R3uP+fiTuxy2trFBQNn12d1s8sUXn2XneIv5+izGxFRqZaw3w40bt/ja679BNEg47LT46JN3+eLLrzJfq3N2efGnvsDPBdS/9bcu23MrK5w7/xxf/NJ/huMEIOAoabO5+h7HPU3Z6XLz2a9QknMIK0fO/0+pFflknz9N3TSpCnhyVI8OydSolgT49g/+jB9979usP3jA1sY6UZRZh87O1UgxuCj6cTJy85I2W4WLnqKfpHhGkmDQIks+YYWg7DjEacpAa0qOg7YapRQ2zUoKOkKRGovyJDEamQoKnsIoQ2wSrHEQCTi+wheCdpjgKIHSElGQaCmoex6lus8zt87RPohJPE0j7lL2ZmkmPqK/T3u/hQ0MtpliwyxySDmSrs1qBvWMxNcxsYBFP2BgUxJr8TwHE8ZEAVjrU8QQxxrf8+hrg58ayq6k6SnCQcp8IOiYFC9xiBxJ4ECr36NmPWJpKU6ViBMQbsKsUCT1WaQjmfMcZOBSKy2xsbfB4eN1vvDSlzFOB6sddloh3fYBh0dHJAOPmQIsLZbxAhdRUGiRBQ4LIQjcOp4LDhrfcwlq57DSBbdIEB2yuPwc3/iVX8Pz/dHgeRpwfv6EPz2sJvWgk+A4qfcb3sM+BVA5dd6psTo6dtjek2GfT06A8TYMcR1GHI3YKhYpFVk6vqFonBGM0474p4Fz+DyZSP80DnuqDYLM0yUH1cmwasHQDWsYbXXK1Yyf/vlp29PUL8M7bezs8od/+I+4+3CbZ15+jeW6RIsKvdYmje1NvvfJbb5w88t86fnLvP2TN/EwNFrr1EqL9Pr7hKFgv7FGsVzDFwItJLtHhyxPz+I4gn5kKLma5XMz7O0foAo1Xnvtb1CtTTNA0R4MmC26yOIsf+m11/5nivyOQ61co3ucYkxCQpHIgk4G9MKQzv2f4MxKuo3nKE8vYAEtNIpxWNmw40eEc9R7Ez+e7LuJsSNOZfkZHjKMnrI4Fs6du8QbQlA5cw738JA06aINbDe6TNcL1KoBdKHVCyn7HgVHZcUolSWIAxI0IhUII4iSlFQbpFIEnsKNJAXfIXEckr4hkRmR1tKSYsFm5UgSoQlDM/J08CpF0n4XR1icokup6OJIiSqVKBiDLPrYokMQRTy8vc78dJ3LZ86yvb7FfgxhoohMlaVlzU7Txc77xL0OC7JP4jqo4CzOoMXFQYNCuYoVEQNToS9cfDSVqIc7VeJQzBBqB5NuslKY4yDSWOOiozbnai5hGmALll7aZamkaKUOfVkjDjucc1uUp32UluwLyaCnEI7P9FyFuwOJSSxp0uVGSfGop0mCeW7ccnB1k6XL59jciZkzDYrlZ5hb6LG9+ZiZuWV6JqJQcDkK2xybEq5IkLZBFPdxejEr8wWqxSmC0i67R8ckPcNv/fX/Bc+//IugfCKbVdAdMiYYTsShFflpo/mnD7hJg9NQdTAJfCcNLk8HhbE+cDyIT2Q3e+Lekz6cE3sn2bPNU+4Jm6sGdA6cWVTXMH3faEGYuPywgN5YD3myraPFIr/pxK7xwpEfoHPVgDaTc5BxzvehBwE2qzM4ebEn1CpPSghD8J+sOjA+xqKtZHZqigtnnmf/cZPG9gavvvRr7B53Edbw8J33qLkur3zlSxw8+DFXvvI6Oz/6NhGaxKbsN45AxxglqQezRINjWirFK7pESZfUaBKqXLjyBR6v3mO/2eHyuRU2D/e4/63f5jjscOvMdd6N2vziL/4Wn7d9LqBOz1coFZepLdzi0er7rFy+yeONA+69/TscHK2x7M8Ql3383CVEAI5xQFhSmaKQCCvQwiCtHL+B0RuZ6PPT20h3xKkP403meq1nLlzmv/y//D3urj3k//p/+j/g25g4FUhHIbVF+ZJaaZbOo01K00WCoEQ66KG0AdcSp6CCMn48oFoN2G91SFRW4iSQgp7VVKWLlII0sTi+wjWCYqAIrUY6gpLnsNccMFsOcIWg5PmEgSS0FlV1KCuPsKtJVuYphCFexaUvfAqmz1RxlmTQxh3AUn2Frgzwj0NUyeFcZR63LkiMopAMWBEtjp2ETlwgLQrOFGpoN6XqOuxGDi4+hX4bO5AUpqapxkVSV5BoRV25oKaxnoPc26dULzDvFSj1G/R6DnPlKjU3xjWaVC5j+wVWFuscdQpcdkPCtIAVLaaDaW4kmV9j0ZSYrpZIrKZNhUA5KNOmWC8TGI96y2e7F1It1oAVLi8u8GDtmEp1Drw2apAwWy4RDjSyPMPciocp+RR0TELAbNHjuS+9zNUXfhbynJtqqJ/PB0o2+U5b4ieZzlNEoOG3EwxyLGKeZkiTg3ISbCdZ62lGO3ndJxmsmGjbT9M5mtHfUfBAfopAjNQCUjrj5WJ47klmMgLHk6x92I4JD17BSDc7/N3kQGqNGakVsqq1GcgaPT5aqTw15aT/7QR7Hbfx5AJ3cvGxJ9+bNXiuw60vfBHPScH18fwKl5YrbJgBfiA4c+4Vzi+dYa78s3iFGt948e+yubpGKhP+x3/693nw+DaucDA16EQ94l5EV0dU56cpFQN0pFDlMo518CnS63R490ffQzoapQJSp0Rn+z6//T/9I37tL/1Nftr2uYDa7rY4LDxk7vx1Ehy+/0f/LVu7a1iOOLOywFTpLMr3ufPRt3nhq7+J5xYRMis5LbSgG7VxlEPRK2EBI2wOgjwJpqNsO6fQ9XNVTpnvqDQWIsONpXP8nf/Nf86Pv/UH/PIv/yphkvL/+n/+F+xtNLj6/DIvnEtohSlenOJWS3TSIlNOSGUQkvqKilWoqiB2HJzYUlhaYC5tsdcPEeUpHFXEdge4hRIVT+HohIJnmClFRLGmNF+iXg5o7vaJgjr9foPphQuocgnH9pBhgnJdnEqJhBIXyxW2uh0OO0fMFzRyrsDtDw746ivzxLM1alNwsAsvlwUiL0VskkWmTUqxrAhjxbuPOsz5TVZ3DnnxpWtcGHgIO0ccGZSn8Ks1GjHEOqSa9DmrJDoBMX0GJQVNr0zRrHDF9km6CUExq+iK9LhzXCPyYnTvkOvPX0IqieNX2G9UmZ2t4dgexivh2w5LokOrJdhsFwm1g3Dnee7WeYquwzODXUJbZGmjhccuN778MrjTHG6vYt05hOnSH1zDFZLjnQeUz32BQv8hfVUhSBTSn82SgGCRNk9cMjEGgFNgmss3E8bSE2jEmIEOmeWk2ApP1/s9eS9OqAKGA/a0Iey0iuFkO58GwsNrywlQzfLaToKTlA6j0iRDA5N0yAxMGdie6Ckhn0iMP9krkMX/Z9/zeHssSmRlV8b9bkfVR1Weo1XkSWySNAt9NTqrRiEFeR7XyXcwccdTqgit7agywbCvpMiyZc1Oz/L1b/wqG/u7GGtZmJrlwdvfZSdU/MrLX6HVD7l28RkCx8dzXWam5nj/07eYrk7haFhZXqTg17C9R2AjlqcWYJBwEA5wiwG3P3gTG2pgQBimnFu5gMHj+gs/gx102D96xMajR3ze9rmA6hQkzc4hH77zO5TLVQSa/mCbwSABKylfX0anXTyvyNrWXTqNNWrlRZbP3CQVkh9/6w8wJuSXfvU/xXcLGAySCZ/BE9j5uciZnTLKxDv8k8XxSwRWZiz4a196lW986asARCbl//b3/j5/7+/+7ylUy4TREdUL15j2JWmYMFuaQ2CQpo3nKHpJzKDXwSlEnLlcoF6yaDvLFeEgtUfHFCks9bGyStH18aXgaNAgEH36vqU8JTA2QRRK7DQiXF1nfrqEK3rERrG1d4BPXv6jZCj6hiWvS1gvMGj3Od485NJCAc+xaGnpNhI2O5Jof49QVYGslPS1ecte01LxBedKXcKu5tZXn6dMQtgzhNZSKsRoEfD9P/0hB0YTxykmTZBAElu0NWhjkJ7AWsmiI/nLf+lljno96PSpVepcrUXcvbvGS8/cpDdo0elb1ncafPjJY2yxiOcIHHeA6Qn+/b/6JXrHTa4sTvPB9+/wweoeX/n3/zp/8G++xcHxIT/zy9/ADAx7x11qZ30au8es73bxSgJlUy5eOIOrDMcbD5mbqlGYuoH2akivRHrcwOgUnSiMFDjOEDROi/cnQfMke50QV08wqJNAeEJVNaHPG/udnnR4H8LSSVA9PZ4nVQgnDUHDNpxmyZmV2zyhq5081uRVUoehnMCJYAIgq7kzOt2AJk/aIsftm2TNDL0Hht8zrH5ydmY7U5Pvn1AHpOmw+kEGpqm2qCd0fuNbD/WwQghU3tysIkEG5EPjmOs6WCyedJBK4LkOR8dt+lGHrY0HLD33RVbvvs1bH37GX/+t/5Ct7cccHa4xNVXHDQpUq2fZaj5kAIQ9j4s3Z2mt7ZAkDr4Pu5trVMo+IlCYIOb+w3uUqfF445/gBwucO3+e/fv7TzzD5Pa5gGoGEq0M240GZ5XM8mf2JdMzRXRqWX38KVIJZqqzhMmARqvFTv8OpeI0xnUon72J6KxzfPyY+YVrSCtH4r8lexMSOXpbT7DTiXfHaHCfjJ5So3SC2etWZix+GKtxPAd/poKvNDrwmC0IKr7LfrdLZ3OLKO0yP1PAK1WoFnzC2MEf3KPulxhoSyoERPDJ+x+j3Roi6aGsph+naJsVk9NJwsUr5zg3P0erF3NmsYp2LLv7m3BW0TECK2p88OEj4jjGhUy3+/wZcAKKBZe1+/sUVru8/EsvEB63ODqOKJVcfvyjdznaOyAKU7CWol9g4d97HasC2imUjWXt3iqXl1dIA8HhYEBZCXRqeefB+zx+uIp0BaJUwh+kSG0ouBDqlN1miHIFrhAcofhwdQXP91CJw8y0h+MFRHsRyeUuztR5Oq0DHnx4GxlFxN0jWjqrTlqrFlh/sENtKqA0fR6Z3ubCxQvYqMf+xgP2Y8P6ndtcOHOGad1jsL/PD954lw/f/BFKShLl80u//A1u3niBbneAba9z5tbP8PCjD6ksFLl3+wOuXr9CaelClnEqB5SxTnMoij/JDk+rASaPO2m8sieuORx4pw1eP11/evqHSQY2ZMWcUAU8adgaP8vTrd8n4/BPP+/k+aP7TxaSF/IkkotMbcAIYPP2WU6UihmvHxOBA5P09sQ27jNrx+VdJgjnE203FlS+QBpLhjOOzDA6b2tqAB3THXS5//ABX7h1C20F2nc5O7/E3PxFHq49Zufu+7iu5ifv/gi3oFhd3aXT1bj1Eq32LlWvSrkaMP/MZY5399ncb9BxNAuBJHFcSpUFvIJDFEckqsf84jTHYZuXv/ar3Lj2HGU1/bSHHm2fC6j1Yh0rUlrtkK2dQ+anp/HqHgeHHS5fnMOgkVLwYPUh1foWi3M3qVz/Cp998gdEacSFq19n52CVB48HCL/E7NRyVuHRyqyUyuTKd/rlPBVbx7qqkzqjfMCO9mWfpRC045ja4gUefvox11amKPTbNIzP27c3ONzbRSm4sLDAMzfOMEWJ1uEhKk3wLYQDSRprtg522N5romQ7d3oWJKkhTQ2uB1jB3QebdFsJ5xbmcVTA8f4GhbJP0Ztm9c46D1bvMuiHIMFzHNpRyp+/84il+Xm++MpziGSDQZxkkVeJ4g+++wYzpQCvOWBG+gyExNjM9en3/tV36WnJq199kVe/egPnzbs01jcpP3uZBx+8Sfs4cwNT1rBYKZAoi7Ia6VikJ9ESXOtgSx6pgUGk6aQJP/jmGzi4tAYDrl0+w1d/5XW8dp/te4ds6n0OdjaolV0cX+LZlI2DHr0oZabgMeh3GXT2caVBBorZesDDD97geGufqZkSWx+8z9LUNAtnl/m3v/d7PLi/ycrFRSpKs3fU5Uff/Q5R65BnrlxneeU8i3MXmfnaIt9/+4csXDrL1OwZojghCLwTTG84Bp70cZzEjdP86rRa4OnnD487baWeZJvjwXpShB9dYQIAx/c6/ZkT5z+pbjgJlk9vqz11nSe3YWIXIAu1tnmeC2PQOs5SEuY3FsPSh7lz+DDbmxjpZYfAPCY4Q1b7tNubpwTBD+tRSbIKvsOuFEKQpln2qWanQb1SY2tvg48//j69XpdS+RxvvP0mL9x8lptffJ0Xv/wzbLe6VGlwe+MOH2+vc+7BQ85dvcbH7/2I2ZVnqaYFdlstLl2ZYX75LJXiAoI2c5e+wb/50z/GpiEry0uAptHt4puU2UKBjfVV2iblz77z37O1/zUurhSeeI7J7XMBVQWa7c0uZxcXGSQhfqBQboGjVo+DRotkAIWyT6sd0WmnzE416Ox+j42tR4SDiEePbuP4mlvPfZ3EJvQ6h9RKC9nLEjbzCMiLzz2h6pr8bPlpY2Ri9ym9FQatYe3+bbY+/oAg0tQvFLj15a9w8Yu/ysKzP+Zf/P2/B0nKo61dHu/s8fIzV1E6JFES5c/y8OOP2Dg8oNcNMRZ8wLN5+ROy1G0kCk+46EHE4f42jf1djo9X0IMInWi6HzzgYHefsDdAKYNF4DsO3SjCKsndjS2iQZ9SohCB4PvffBNXSNxuRG1xnl43Qrse2qRU3IBOkiAV6H7Ij/7sR+zvHrAYaroHLX70rfexgwinWuLoMEQaQen8EmU3YtAX9Na3qF9ewXgldGwgeUTJK7EiY3qDlGOd4EtBt9+juXnAne/8OcVOwvqDLVpz84SNGOH7VGamoNFgulzAxj3q5SIYl+ONHo8ffMjZhVniQZPj9X32mj1e+OLLEEV8+0++y8/9lb9Ke++IqiNZVIrDoy7lRJN2E5bnL3P7o/f5lb/5H4ESeEGR2x+9y6X6DGlq8D2HNNG4Xm4EnWBjP5055uPETjJRwWR0z1CXmh13cnQ9mXT5NHucPGESzCZ1sk9GEj2pM32aS9ZJve1pA9ppw9iw/ZMuYE87z1pG6oKseKjIgHXIfLVG5GXJpXInqMokxWTU0KctVaOpa08+77BdQ5KbMVI7OlmQ6WWFECRxzN1Hj4j7e6Tdfb7z7X/LdGGRwvkQjnfp9jt87eUvcdxpEnguZ+Ze4MWflXS/9dv85N23WV27i7BFKuIxW2ubPPfSM7TDBlrXuLv6E9AR/baLqxXEDqHuMzNXQ/ciVCnAdwps7+2QVMG0Drnz1rfoLa/wedvnAur67j4LM3N4BRcrE3qDATvbA3b3BtRCh3JcolacZVBIMH2B77k023uEaYh0oBA4aAx7u/d4uPlfcGHxMnNL16hXrzG9cB2psmxNE4v4KbEgEz2MNCijxi/vaWx2pD6zDDXvjlK8+vJX+dN//I/QyrB/3OfL3/gPkUGd6zeapKlg3g8YDBLS1PLwwQZzxSKdOOH3/vh7iDhBugqlHFwJnpP5/VWVj3EsLSmYqhYpK4dEa4xSKFwaewdgLa4raR8OSBH4jgJt8KRDxXXQaYonXcIkJOzEFP0CNUex2+qwuFym5Hv4nk9lqsa0iWkkGm+6jmsVpnWM9jU6NOhumA1MYUkCzYJ16ZXL9AioxS1q9QgvUGz7dczOAcVaQMG3JI0U4TjI6SlKhQGkkmi3S2B6+MrBUw71UoBuaorTJY6qdWyxiKpOM6hWUYmmZlp0pMJ3JPHAoFON4yiGFYi1V0Q6DlNeQuzX0KEg1AlO0cX3JE6tgox6iIHFDS1KesRHIUI7CCnwFOg4Ik5ipATHyUL/xs7hnAAVOCl+P8kOnxTbh5N9zEYnGeKkceRJJntSh3uanT4JkENwmzR+jcf6ZJtP7pt8Psaz4JT1/KerJMZtE5M4mDcoz0c6yqo/VEvkwKvTzMiUG8WEEHmGLTuaq/bU/6PMWMN7DcF0ojNGb2MUvDMRY2ktxhq00aBTfvgnf8Cd1XtYV9OUB1ywIe1uRGXuLo/uuhxFfUzf8sHmKueu3UQnCSqEwWGH8kKRT9bWeOGVWxSE5vGgze6dn5D0LV/7mdepVwrs/+4+X331dWanplm6dosPv/tH/OTjN0jNEbYqKThF+u2YmYUpmvt/gfR9SU/RoMPRURfHF6jUo1yqUFtQ6F5I/UwRrxTw2q2/yd7WHVJVRqmEsHdM62jA0hlFpxWRpvtMz5f5bO0d7q29z+Uzr/Bi/TzVQoVYxmS8DXzjIYaGJptZ8K0gy70qBRqDaxwSkWbWRySKoXLdjtDWikwBIK2kn0Z0opiiEEQ9Db5LbC0pAlcpAuVQkILYZgX5Um3AWAb9kHolQMSQSkFRuSgliDBIV5JKg68l5cAjUCorCagKKAv9wQArwZpsUPqOJBFQVh5COShXkUaWQAk8kbueGIsEfOVgE4NfcEhMm7g8SyQU+ngVWahgnCJur4FXUHT6CRUbIfBQwJIJSWZmmLcRScGS9i1esILlgLqCRFnmhENHSZyZEt29YxbciKY/Ra1epNNcpZJ6SKEIXDd34ha40uI5loEq4LoWLwgQYkCSTwJXCAompudAoVylUPTBWgbNYwqeJIlClAAlYqQQzBUqNPoRYdgkTjTF8jylzi6eNISRJkxiynGAUYKyKpOEJhNLkUhHITCkqSZJNIWCjxDjxMoZ0xqWPX5SF/k0H8gRuJ0ySk0ajfSkVwDj/SeOH0HFxHZaAhaMoOMJoespx2ZgN8E6cxo3FM2z+z4NRU8el4GXxJBVd9XW5MnfsnPl0KNAZMcLIUFmfrBCZvNM6wQhFUYnWTTXiHVmhSMFIIaVDE52yqSocPLrif+zBcoYCyKLgKuVi2wf7NDpd1mcn6I76JKmCVfOn+XFV36OZ648y3f+8J/zL//pf8fZZ29RrXo8vPsAOeOjezHnz93gG8/cwpEp8f46L9enee+9u5xZWqCES2X6KisznxHJGn5Z0m3ucrS9QacZ484GnJ+dpVKZ5eB4l0rg4ajFp/T1ePtcQH3+xmUebazjFxRp6tLvBpxZPM9UxaPV3mDWL3Huyg0u3vo6bq1CsVhn54HHe81HlGp1gkBxdDhAWkXvOIW+S0jMoLfN1uMfUrz5syjr4RsXIwyp0FmyFSyxTBEIpBU4KAwm+01kUVix0Dgm878zQuflrYfZenIxC/DcXBcks5eWRTklCGvwMl8OpJAUHYHjSnS+UkuVTaDAkaRaZkXcsDgIPCXxpOJIR3SaIT0h0RgQEYkAN9V4jkC44EmFrxRRP8Fqi0IgRZaDoFbw6EcJhbKLMtnADnTmMO85ioWgQgdJqnxix0GVywTSwRESLSSp458AgbIjcSsBJhK4ToJwLLN+TKgFplAC5SAcmMbQJeLQARdLoCT+oENgLQWhEFLiew62l1mMlbAsqCYtY6nqHqnoYZAkKu8/LVDW4hqJoxSen4VJnlua597qAe1ml+qMpFjwCJvrOJ5DLU4JpEtPg7Q9AiOJrSSqVTIgUD5x3KdWLtDff4jRCWlqiOOEwHNQjoPwfGJLVt1WOfT7UcbqZBYTp5TAdQQ6TlCeCwh0HGcx6l6WOtDYDIzJQUIj0KnB9Vx0EqGkBMdj0OvjF0uZG5DI2DhCkiSZ6CylyPqMISblOXuHKq2JLdNgZdRBR9Hou1IS5eRp/MgKEw61XUPwy8prP5WGPnXL2jGM3c+AVeetNAKwQy8AwaSvd5Ka8f6hj5SVI70po99PLQuTRrDTbSEz4lrA5vmUZd5PIwMVAmGzktaDsM/22n0CVSVtrbFnGkwtVLj9+BH1hWsMwjarj+9xdNQi9jVJb49vvdFm9sxlvMNdOv4ha2t3Kc3WWZkp82j3M5T28BenmKlP0e0/ovXJfe48+ow7a/dYvljj3PwypIawGzG1UKZanWVpeQlpDO6ZKzx36ern9vfnAurjjQ3qpSkGvT6Xzy6yvdFnZt6wd/yYy9ducOHqF+g2G+w8+j5R4wFR8gqmtMzC5a9ysRzRjbdYnPWZr85y2N6i3e1hpGDnYJfa9CqReZ006hJ4XpbKDImWGgcHayTaJqR5QWhpJYlI8IRHKrOIEZMDcMZWswqoeV0yJGKcp1aAVJJImsw/zpkUgrJVVQmL48rcV9ZmrMzIjJlHWc5Og0EJiZvXyYliTbkoKJUc0tjQ7UUszpRIYkO/F2Nk5vohlcjKJVuL40gkAk8KZODgy8x4NmJOZJ4u7iALU3VdSdEzpNIyIxN6jsQ6Dtp4OCrC8xQizIe2gr6G6cIcDoaBbkBq8J0KTnIMJovk8go10rCLwpC4itmKizPIWKgrJf5wURpOJAEV6TLlRRjPB9FBeEWMykRxN4L5uWliRxAah8RkE06nmmgQkQiHOKhRre6D7xPqEBtrFr0yyXRMMZhlp9FHSIFyFd1BF2E8jLUYJ6CbhoRxRBS3MdaQhBLHC9BJPHrBynVJwsETGs2h0UXITJLJSnBI/JJCCEiiECkV8aCP4wdgLWkSU6jWGLR7CARBtQZCEocRbhCgrSLsdVGuh0nTnNFllUelUijXHYvDEwzN5v9k7hukE00SJoDADQrEgwhshFcsZxVohUSnKSbVuIEPQJovDmLyKe1YOssG9skQ2iEbPp3JDTuxx4zZrzCThiZ76l7Z3xPqlp/CuCfLZp3m0pMsf1IJIKXAyVUYB8d7fPz+T4jSA4wwdPY7xO0Iryx55+73WXj+RRI7oBcOSIRHGCkKEr7w+s/xx7/zTxDa4Tg+RLlw990P2N/dwa35MHeDQVBic3+dwcYGJo752l/5FerFCkER1j97yPRUhSJl0n7K+sYWOkk5X6qyvX7E523/jqqnHTqDLjfOlXmw/pBqtcp+c4PN9QNm5r/Io91jmg8+4MzlORqHx4Rrb3LlCz/D9aVZjjY/oVifZ+nmJZpHMSvzS0hzj+p0xiZmznyJOIwwOPQSiycTjNH5i5JIpYjz1d8icIRBKQfrZK5SMhc1QhuNjEQOitSkSBQ93cMXfpY5x4CJLbpoafa6UChm4aWAUIKCVGibiSxKKmI0jpVInbFXTzkIwBUOCQarLFZnDKjgKoKSR9+ESAFuoUiUl5N2hMJ3VZ5bIH8Sm4GNIxQOAmEFvqtGDBUgbA6zwQtmkmOSchEjFPW4iVOs03QEOskmZ9TVBEqAFKiqh5IR1qY4IkGmBoym6k/TiQYIBVYKDJqqsewaATqlaDSiUAR8cCLAZqxtuCmJo3xkqnGlw0LlIjtbH0Ga6TO1BccxKAdEIukctNiRW1RvLOC4LqrqE/guojKLGDSpLdQ56B6DdnCDMp5KQYJC4EYR3dY6wXQVKx0ir0yYZFncE7JjEJI0iYnzvAoWSFONFBZHuaRp9i4lYHW+uOrhNJagQbdbOdiIETtKwjA7QgrSOAZrMAjCdnMEmtakGZBqjXLBDQpIJ08enRedS6KIuNc7MZfGiaUzcdYg8Twnv5ahF6WUCgXQOit9bjSOH+SJUizWWHSaZgzWTgLShOxsDWlyyg91YstsFgblZuxcG0h1iity0V5IpJP5euo4ydILSjlGzlPbmATYE0U0J1VwQ1AegvAJHesIkCeup1PuPPqEpH1AJ1ZEBGzuHGNCTWWpQkG4xIkmGrT4o9//h/zVv/S3cNwG5WkXWUyIuoesbT3g0s1XaPVCzp5xWb//gMb9TdqDPsFgQGDvUz53mV/8lf8z73/vW+ys/w5J95BkcZkbt75MbfYCr07/NX7wb3+boDrFfmsDxyvS3bmd4cfnbJ8LqDYUrMzUGcQR55drpInL/kGfw8MwE9PTDNQOt4/wlItRLTbvP2Rz/x2uXF5m9szPsNfsUKj1CFuG55/7Kr3uHtXpKdLeMZv3j5i/8AWQLqisQx0hcaWDUgrXzVZioSXCWqI0QhpJc9DBWks1KJPYBKNTIgQFL6Ab9Si6RayxhCTstToMXV0dqdBWkiaaQRRl79O1ORyTh8qOFele1UWlllSnpEbgConnuLh+AUc5qFYb6wpUrYZsJaQWqJbwTEy4l4C0FEo+KOh0Q4y1pFrjewJhLMYRSClxHYlMxoNWp7lOSYMvBY70cUSKE5TxhcCVktSBOE0J+ynFIH9AbbA2RrkDIleQei6piFEywVGgtEWkGTgJZZEmq0HvCEPTy5JoG5M5/A/ChKjr4eejvSMltuwgnQLNuM+xcEi8sRHheLtB3OshZivIKYdyvYynHHyhEBo8Z5qCPEIJgSMztcJGY49GFFKpVBmECd1+k0THmDTGiEzkLQQOJIYwTdHKRSJwhUKnhgiFBxgrR2JswUCMIFsubaYKEgZrM6nC5unXHGEo5DWYRM7wDILQKnxj0GGMtSqDA2sZlno2gwGEEbFV9Popwqa5GgpcoTNQMSnGZNdLUaTCQZoUIxTK6hyADJYUa+JMPyxcGmGMp/IKBDpGhiFCCOLEoJQEo3GUeALgjBWEeCgMIo0BmznBp/FwHQcgVT4RLsLJ9Z7WYrQhMx3neRAUCKsx2iCUM3JBfCp4SKh5JlOf2Oy41JDZIbKRgcLiuIood4PKlCqgHAerDUNld6xTlBC0O00ebmzTONxGSMvmcYdCUMab8xl4A+amZ5mtnmOtcYeaI/jwO7/L3cf3ObN0lmgQEgnL1sOP+Nov/jV8UcSKDp21b3Ln+JjicoD1BF4Sc2wF0SDm+stfYW//kPtr9/j1168QpZZLL73Ocq1GJDyq9Vna2+ucvXCZH/3O/4eo0/k8yPx8QO11U1QQokRCqxXTbjXBgld2WT14SOGwRHtvF688wDoWryCoFF28IETZmINH30V6FymWFSKK2NzZRAmFMSXinTdwvGnOnL1MImdJUkMtKNCL+5SDEkKJrPxwamkN2lT9GoM0xXM15YLPIEkZpD3iVFPzS3TjPgVTwBEO7SgCm+Apn6JfyIBTWrQYpkSz+K6LUYJ4oEm1JrWGxKQokaUtk2QqIwOjwmexSTP/TWHAyQ0lqUb0M7aCNYgkHWWzEkJAqBFiqIIQJDrFUS7SKGSsEQqiROOZTEumxFgskxK01Rz0JTq1xHFKQ0I0jK22Wf31wMl0y1FiqVQK9MIQF4FMNEoEHDQOKPgSozXCsSRxE4EHQuLEhjjVFEVIUSqs64ysrAUhGYgs1NMTvYwdkmWpsiablBKJ6zjU62WO220EhpoVeNWAo61jRKwR3QStUxLrkByFGTA4kvlahUI/wjjQCwoUkl2cQkoaC7ppglQeKWA6MWEMkaspOII4jrFIpMhc2BJysRtBX+dJa9BZX4ph1E4WHSZtXoXKKgbCYoZsymZAZoVFI/NcoQJpFQgzOkZAxhgxYwNLfo+YLJOZRJLmxtIM0FIyWStF57fTRhMl2bjQViBldkScSIyxeeKfLKu/KyyJtlirMi2+TZEYXMyI/WkLCQqEB1YTxYAIsEIibVamxaYWSzqOzRdZ1VFjUqyQWDTWWKSOsSJbpIUZlymZFP6tdNBCcJwYxCAa7U+tyGpZWZvfO8VxFEkeoVXyBMqkuC640mLiLo9W7/LBp58ydfkqr1x6ATGIcatT7H7yJknrkPLsPK5tc7RnsKrIg/VPKNd9/Nllrp09S6kwTb93SBzHvPrlX+fDe2ssLl/l0zf+JR/cv0u8c0ysU6YCxaW5C3QPWxzvbnHv3ie41Rovf+Wr/OTt7/Pm299jZv4sX7rW4SAK6TaaVKcXSApF1vd2SAtlavN/AaNUoVBAqpBz52ucXVjhYbKGEBbXlzy8/THXr93k8XGDeTdieWqO1O3z8PFtROrQb1d4eH+duQXB3LzEcSxCtqjIaayJKJRmcL0qe+vvcPa5X6LXz0rIWgTKSlKbECdRNmmsJWGAwJCkCRYIowRXZQMjFZlOVUqBciVJ1EdJQWp1FuVhQTqZyOE5PtrG+K6HlRKpLEaYbJJMWCctIJMsrHWSDwgEIjGkJKO46LTXGv/a7JCmmTVba0MnjlFe7nlgDVIIUmOQUlFwcl3YhNOzJwTxUDy0YByPqXKRY0ciAgVKjkL1hu3xjEQhCJSkWJwncmMKvRat1OJ7NXAFnuOiMUjlI32beyBYktCgPQdlYmwSotOxqC8tpKlF9DWpMSQEJGlMknYRaYI2Wb9PT1UozpRwdjy0kDiuxEaacrVApVZktj6Ni2ZahPjlaXAUZ0PJ/HKdM1aSSk23GWbp6hyXMOpTzPWes0GRTWsZGhyjPEbcWj02ZNjMiCdzsVxYSE3mO+LKLFmPFYZYaxwpc5310E90bHU2Nk9RZwxKDg046VABORoYGSbmxsvcgi5FlptXj0RbnaulyE/Ixd5cP5hZsjXaZpKG5zi5B4EhHroqYUlN5tYkZQZwJo0Zcsbs3hZXOSiR5zmwYIXN7Am5GkAPNZhCYYVE2KHhKN8vJSJPfCJ1pvIR1iC0zu+U9X3O+bNr5EX30uFVrMmZ/jC4PPtssaRxlB2lCgwGSQbSg5hAxdx+9w94/50/R8l5hOuxLx2E6XL5zA2Ob7/L9Ws3MNPTnJGGvY37bBxtE/oJabNDrBM2H3zMXHWBuN+iGkwRH+2wPO3wg2/+Nvc+eQ9punQ7GhEo6vWLfPbgEdKLcd7d4/3NB1Qvvkz3/j36B8dsrX7KzNwSH73xJxi3h1+Y4uH6Kr7s8MmDJlcXK5Rm/gJ+qNduVClOC3a32sglS7nko1NDr9ND+YoP77wHNqVWWcDxHQ6P+hzthZw7s8jUzCxfWL7M5vr3eLC9T600zdz8LHHYoeLOM3f+GSrTZ6nVpxGOD4T04n6eLdzSbOzgBlV0HhI3lCKUyup22zDMJwUkRmcOwphRFQFjLKkcW1gzTmGI0jblYpXzc3MoV2ESjRIqmzgMVeR5YohRKrJ8v8gGsVAWpTKDkUTguB7as9ijDtZxKApL24QkscF3HFS+KBhrcaWil6ZIq9DGZBl78sVguA1jpwE8a+hbjdFgIqhWDFteAS+JMhHWWtI8gUaiFHuNx1TLdSLfoj1JFLaoVGY56m7wpddeQLgCazPXM0eBqORuM9pFGE1Qn8eynQ0OKSk6DkZoZJJScjIAIDHZcxqPJn2SKKFcLHL20jIHJsQMImxqwBP4VlCaKyGtpS8VRg9QpTqFwjS2H1G8Po+QgsrGPkkrYaEyDT2NQWJ1TNGVzM2WiJMOwvUyv0ipslRywgGbTek4yedsDqppblAb/s361ZIOJQc7tDZPSNDWkurcMKOzvh1Xlbcj3eWkK1YGzp+XKPnJTeTjKE4z4HaUylzUrCXRQ/UTJNqM8o8arbPjjGGYi8CKzOVOCpNJYPkzSsTIFc9VKlNXCJEBqbXYXMy2edz/MAdw5l5lRvpemUfnjdYDyJO7Z1nkskXE5ICqc//VyYz2QxtIzqPNILuvyCTAzccf8tlHdzhs93nxpQscb97jT2//iG7Yp//Jx1x94UWuLJ3BdFo0DrdphAlTxSn6gwZ7zS59L0T0erQbbVzXYdDcYvXhNt5sQLfXJj0McYWgi6FYCzje22fm4iVsdEjabREsneXZW89wZ3+L+cUFbKfPxqOPMM0Ol85coLGzzlGsiWINgwGNtktzb/dz3+3nAmown+LrCo6OiCPFbH2a1c1N6nMei06ROKyhTZ/FhUWOWy3CluXC+VlcJWltP+aTtYc0ew1mZ4qE0Q4Nu4VsFzm/WGbe+yKl2jK+KtLstfOXBbHWrO7dZ7DzEZWFyyRpSmn6MumE0cZai+sUSNMBkInXJkchiQNkrijCJqQmHemR0tSgtSUxmkRHmRXS2NwgJfIS4NnIEYjM9458EIrsvqWKn4mDma8H2maeA75yKNVLaGtx82dxvEwkLQY5SwK0NZQchzS1eXgdyBRcJVm5voLdOWJw0MZicVwBkaEiBvhOBr6BYyiYlGZeRkNbSy9NcaVA4uDKEiJ1oHuME6fEsSZqHxLGgupMitAler0+USqwsYvpC7p7EQVfgvBI07ExxQKelIjY0DvqoRsRVghauMgoYcorsWkbJGEWAHHmmWXie5scrTYJ/ZD69RVEycN1DBURYeoFpOfQj3qkUR+nXsFxiiDALwekrqJqLIPeJsntPwZP4PhVlqbrOFKQ6piK59NNNEVHEJrMlzjVMWkagnDQJsoyLsnM0q6xWJsZrKzVSJXVFxsbSHIxOmeaWYYmmVXkHNWEJwNvLFh9wvd05CQ0SjYisCYrY5IZsRKEKowjmUwCIrtfvpRleuuJiwoYAenQS8kCiR4632e/ZflJLYnWJHpkChpdI7PxmNF3yJmuzhb34S3lUxYDi0XJLLG0FFk/A8Rpkqn9HIWxEOUGwCFL9xyVgzwjz5asrQYlLdpmz5ZEEQ821miGbSyGB5/8kKI/Tako2dpusddoUy/VWFo4x/0Pf8zH772FKsWUtc9R1MeGkoWZCs2iotNsUV+eIezuEauQg/sNnEBy5uwU+wdtqlYiCg4ri4ssX7pGYZCyk/R45auv891vf5/pcxeY7zRZb0Z8YeYs+soiP/Ozf4U/+5/+Wwr76xi3yUuv/yLN4z7b7//4ib6a3D4XUBdKyxyGe0xfkES2Qb87IE01aVuTeAZhJSuLc8S6TSSOcVyIdUShUGav/wi/2sc04bjRZ27FRQ8kiQ2JaRAmCY1en4Y+Jk4NxUKZKE7YOthm8PhPUCLgcP8O1lUsnmkytfwiFsVRt5sPDDUyFMZJirVw0G3mKcOyFThJUxq9TsZWIxBC048jEqnYa7RIjCHIZgtOLj5lwnOKKxRxnCI9RhbeJNVUii77zT6FPAGJEBLHWkgT5go+MSndNMWRCqWy80w6jqiRQmJjC0bQ1iHaGMJUU3YsRmsW5qfYb7RJE0scG476CcFBCxHH7LV6lIXB6SeZczYZI6sVAqamqqx/9hh/wScOXJxwgBMJkr1D5HydkjJ8+ONVliplzr1whl6zjyM1g0bC2fN+VotLGrSNEWQp2WKTMaQKZc5eX+Gu2ca2Em5eucC7791Fu4a5qQqi6Gbp21LLUrVGO9qlUC5QrE7zyhefpX52HkdAveyStGLmbzyLkhVKJR+8ECVdvr5yhjR20YMmxdIc7vIK3X5EoVgjXLjDIE2wMqWXCqyNGMQCKRW+64KJs/LBNvdQsJqC6xAnEQgX13GQJsT3XDzPoxcmxEmMFhKThgjlY3SYwUhu7c7i3sc+lUIFGZiap5eNVjJTV0kpcv25k+shDdaMo2uE9EDY0f1GctEwp7B0n7y4JT8+c7gXMqtDZU2KdIqjaKMhHxC5bnhc4HJ488y3OtUZZxyWYdd2yNoZe17ByBvLWDsB5tmlYj1eWPKrYawlzD1zhABpLHpCQkh1FjjgoHAcB9caajMLHHc7VBbOsXrnM1YWZmkf72Md2HjwDqVChTC0dPb3CHVEuVJCei6VepmqV0U6cO7FCr0kpnEscGdKXC7OcBQesnxmmeX5S2w39qhUZgiVYXC4g3f2eV6oFVjfa7B1+wOaG2UaR/v0rOLW67/CYafLzs5j6gsLvPfxPS4sVPBmz/HSs8ss++FT3/9w+1xALflzJMYgVZbRvdHs0W6n1Co+pUKZuZkZovaAo7hFp6eZnS7Ti3rsHO4S9lJcx8X3ihgZQiJJIo1OoKd79PrH0Dmkt/4dUA6NmZcAh9vvvsGSb7HRPm7R0mztcXzc4uXpq0i3RGoyvVKiQyq+jyPF6MVrm73cYehcOtIBQRobBrrLH/ze71OYn0G4LjpK0GnGbgUCKzOiIfO45nLRoRelOe/IRlrmTiJwHIVUmVZJVVzSQZIZPByJ9AJks4lOLW4BvIKTiVMiE+2tFPiupFgv0e8fowQksWHQjahWi3hSEQeglKToFSl6RQK3ScUvUJQFnLJBacmgHuO5Dp5S+EWfs+dmwMl8bkVRUH22hOdJdGdAfarErctnKBUCzEGfcuByY2UeHIeScdGu4ca5ZYrlgGmnjKtcouMe/e6A+fMLeIUyz167SMVV2MDnS89foLoyzeHOIUk/wjhlHJWQSE1uxqM4dZbll2Zo7d9FVWcpn18i3g453NohSdZQqkjZtplamsci2WrsMlMokLRbJIer2KDIQICJ48zRXAzARLiOIk01ruPQ6yckJiUTkoeIYAjDTjYupCG1WXRPmMTIcDByCRPSxZoEa8ZGFQtgMiPXUB9gAXR4MiyUMeuDzMgEQ9ddgbUxY744cd5PAeSM1f47NqFGIaL5DmxWeiL/KnNVxjAj1LCVme6q5CoKSoHLaOHI7m0wykXbscgfxQk6V2VMPuckmx1//GnqDjs6fqgWkUAv6hANukydu8nhQZPZ0jKFWo3nX3yOrbV7eFMejjvHpYsX0b0jmq0mpVqF+FhANSBtt5H1MtvdbXynQKWoaQ8SpOdSin1WzsxSiMusN/c4V6tTkFDzunSbhzS8s9y8cp3G2j129w/41f/4f0XFpqRhl//qv/qv+cmHH/EbP/sLbG6tMb9YZ2Eqwim6iO46awc7uKb4ua/ocwG11WnSbLdQuExPT1O8dpP333wbIQ3VekDXHBApTdHzKTgFuv0eh4cxSwsVZmtVDvcGrKwE+MUC1jFsb7YpBA5Fv8jGg28zVX2fND4CITjc+j5LpYssByV2ttfxah12PuswM1Pm+nM36FsPHWaRK56SxNpw3B+M2lr2XYQQdMLxwIyNJs5XVtdT2FjT3XtI6kiEgVoxQA4Sal6ROAFfyJGsVC0VCbXGdV0qZYXRmqpbopdopBV0+4YpL8CXWUJpkxpUqUB63EM72ZptDMSx5qgRUimVKAcCpEUpRa0oUI7PynQdX3r0WwMGnQGLZ2f58lducDjoM12qcGNmmu7hIbcun8OahI3761z7mS+x/XiLa2d6dI2k93AfIQWzs9MwM8Odtz5mfmmW4vlzPPrzNwmKBZZvvcz7f/Y9DvaaPPOzX2FztcH+vQdMf+kq5SvP8N5//7tUlxa5/PMv8tH3PqBUqfDSrfOo2ztUZivgB7z7yR51Es6+dIvN+5+xsnyWTz77CJ0knH3pZZL9dZSRIyOISZr02l2EKqH7CteTCNOn5GqUb7CmhRcUCA+bSOUyFQtINIkzwO7H2EgTA8LzSJKQ0EA18NlvZlKH5yhKrosFOlH/xORPjUFJScHJopdcKXFUxjyHMJOkEcbYLEnySFmeAWgnzNRGVd+b0Lnmz5WrfE7oTa1lDF8ZM3PkOCXe8JjJewC5ISe//inwGm25rniccDpXB2AxSe7GIxQir2ggVJCpL0yKdApgDa7jMlevI7GkUYgbFHOVhkCnCcr10EmMSVPcQiGTRPP2iglQHLdJjAIUTm/WDBesceIjm0uOSdTjx2/9a7baEdWpEn3d59mvfQVVnGfzrT+mWKpzpjqD9KZZvvg8jZ1V0jThxW/8Je7/8Afs7++hE0vDHOBOBaigxGHs8MozX2Fvc53D7gFb3T1i5dDVkl4okAXL6sY61hEseiXSsI1r28jBLv1mnV43oj5VYrlW5HDrPt/+3hGlNOb+nYfsDw4pBiU+e/O7FMsz+NFfgKGmcQnfKXN0dExsB8xOx1y6WiCNfISRpH3F/buHGDRe4HD+QqbrKrgBYVcSJiHSJLgqIDIhlarD/Mwc3aRFt99FEVPwSxx19umEPeLWKlJKekmf6eAMSdwi7qQMWo9h9Xu4joM7c4PQrRNpPWE0sPSSyZXfUvI8Kp5H6nuZWiDWaGFJuhHiuIWIuqhajYXlEq1eB88r0I9j0sMDhIClM3M83j9iYWaKvnVpbjzmlZee48N3P2J6fpra5avc/uH3ufjiC+j9bfrdkNLFi5jtVRaXK3z6/jYmhWLBw59fQCd9QqdA67DJ9SvneO+dd3n1tdf47Ic/4eVnz9JrPsbxHKJBjH9+hj//40+plEq89Jsv8s3f/mNuvvJlCrWAdz5eRb74JT4+PKS9f8St52+MCEKxWOBxt8e9jV12uhHPTa2wddhGOl1mjnZoHPUwiWF/9TH9wzZyqcBg7wivuMrspSmmfB9v9QHPn13kaOeYZPUAN5/kSaPDlbIiTQT28SNW5urYh494fqqGKri0PvyESrlIuNtGxNm7aT1+jEwNMjVY2vQPLLaXoIa4AiScHKDagporYLUFL2dQOuFo7w7+/E06kaAb9rFIeomkFydUfJfAcZBCEKYpZc9jv9cjjhNajNln4ChqgU+sM4t/lGbeC55S1AIvN3AalBA0w4iS53LYH2Cspey5OFLRTxKKbnav04AiAIQgTTWDNKXsuScY3bgqaR69NEoOkIHqCFzzY8afczuAyS1vObBJ5eWsVI+kMqW8DPiFi1AuUuRRf05K0uvkyU0UQgoGvR6eV8iCYazEpClpHOVW+Ynnyg3BgkzVJh0Hq1PQmXjvFopgLfEgi3bL1BISKRhFkhmtcYMCx8dt3v3RTygt15mdf42lS9O88NzLyLjLp394yPyZy1z96mukGN774dskXolXf+HXSduHVH7u5/no4w9Yu3MP66c4QYFurwWdAs5li9I+UbONKpXpNxIWrr7E5t23ME4PG2kKsoRIDPff/BFeucaU56D3P2H9KOHTb34GYZc73/0TNqbKRNpimyFy2uPDrY+wRnB9eUAk/wJ+qMsXvkp7d4tzFzR3771BpLtUSzVkqUAcJ2xvHVAMChgRMTVdIHBdXF/xcPWQSrFOYAN8FxIZs/swZHGhTBK54Lj4KkDhs9fcR+uY/YeSy1fKHB4dsbM9YGq6i1so5D6bmvUH7zJbqbLolqicXaQxiDJ9kDFEaeZzWPE9tLEErsMgSeglCe2caSiV5QXYX9+kHtQZbK+jDw/Yl4KeFpg4wVMC10pSbTncPSbphWybIxQgrOTOw8dYA+1mF7O+jqtcWg9XKUuDjRMan92h6ioO1hq5jtOi0Rzv7+duPF3o9nm4toebSnYfPMTRhr3dTUqBixu4BKUA04t4cWUR6QgKa3d59cZF6oQ4GiovXKa685BXZmdIigHH99co5FnZ436It3vMqyvLmUvXnU94+cwCxhjS91d5pj6VvfSjHkEKuFWwkGwccYEiUaOfOXQ3+sy5PmljgFv0sUDU6EM3xhGC5vERtfka/f125tvb6rNwYWHEYJwhTiQG0wgzYBy6LshcSScZA0ZqEAUHqwQ21ggpkCUXr1bDmQoQLcvS+auoYoUBBcqOYasTktpMl9cKLVXfI9KaXpzQDDNAyB2VcgOlIExSwnQsMg/5Vqz1aDyRgyqApySB4xJrjZ9HQ+l8vPXihOliQD9JCRwHT+U5I2ymL/cdRWoMbm6Zl0LQT1KKrjN2eZtgrKkxDJKUwFFjZjvBXrMifLnxLDei5mEJuErhOgLXcRHCz0qW4OErIE1RQ0arNSiFcj2ibidzL4silKPo9TuofBw5np+5+CmHNInximWU65LGESbNiIt0XKRS6CQZ7XM8D5EHbUgp0UmC4/sM2i2M8lE6xVpNcX4O34EPvvXPUM+8xjNXb9Dr7PLi61/lwfoG+4/eY+nq1yl6Pi/+8m/hpH0OtgJMZZrfevlnef97v8sbP/ozom6ETRNMFPHup29zduoC89e+SPvxA+J2A7n3CVIP8Io+7b2YJB6w11jHhJvM1mZpJ8dUA4/Nx12MKNEYNAijhGYEF1/4AsvzCR+8/yFu2aHgF1jvGnz1+d4cnwuo/UGLKIw5XN3GkS5SKHY6mxxtJkij8IsKlVpcLyDsWo5ED2FcfOVjCSmXi6wsz6CNQ/nyEb2wx9qjQ+rVZRJiSssxhwdtlFRoq/j4/i7xYcSla1WCouXSuRmmyrN0em3Ozi/jeQGtziHJ5icsXXgRYzOjyX53QOAqFiulzCIpPTpRn0GSst86ykSQXD+klEOyt4qbptjYMEh1luA2TUilQua+oZ1u5hyfdgakgKccBgdNhBAMun2iXkiqU7pxg07uT2OsIXQcrAAXhRCCdici1f3cRzIPlDw4oKAcDnePKbkeYTOm4PtIKXFcRWunxWIhQKeaxrt3KAUuSe8Yc6zwtaGzs49NDFYL0r7By5lc3I/p7rdJBwlaWVKjKSiPNE5H7bNAoRTQ1SEyyTwMZs7M0NxtogvQ2e0jtIVAYCMY5PpGx3dp7DaozlYRUtLvDdBJilfyGfT66FTnceqSUcb2WCNrHja1iIKTGT9aCWrGxybgFksMooiqW8SplSnMXER6sDC/QFApE9SWAU04aAOCJDZw+BBXpwiqI1BMjeF4MMl0J6wr5Lid0ccTyk9Bhu+1oEApKJEkA3pxnLu7ZVZsk/sOH/UGpMYQuHngCNAKY7QxtKMIX2VlxT0lKeSZupxclWAseEqMgNJOgmXe/v1unzDN9PXVwKfgOBT9AtZqGoMBRc+lH4dUixWmi3VSssoFiQGHmEqxQK/XJzY9rNa4rsdRHDMdFKn4hbG47owTnJg0wfF8HMfB035mdxAGYzQmTTE682tNogE6iUjjOIt28vwsRDaO0UmM8v2RqkKnKVJlPrU61aNkL8IarNbUShXmK0Wi+ICe7TO7vsrGzgYlR/DocQNvaonDXoPrUzVWrl7FT7vsr72D9hZ4/N4bHJemODpqsxyU6dk+AyNQjofSXY76D3DDWbr2EH/actjewwkEnudTWi5SLRXYebxLGluOak2CoqITS6amyrx07Qv80e8ekKQxiysVLi2X8fqWSimgduE815//CtNLK7z/b/67//mAKpZfYBDfh80O+8dd5qmx91Czu9+nUnJxu4KFxSLoQpbk1U5xsNfBaSZce3aFM5emCLyA7uAY11UQCp595irHbU2/O80bP1ljZVFQm/ZxFyxvvtclPdLMThWYmVMUiw5x2qVenqLZ2abRDAl7fa6/8DrhmWcztx4hOD9VRWuDKyWR0Rw19zGDLkcDw/r9u0hrSFOBtppitc7hzg5pnJAkmfN1lAcL6BxwhiJVrNOcTAkik6CUJEkzMUfn4arGZkatbOJlbiaJNdnz2swXUJtsn5LjHATD2e54DhZBIgyFSgFjLVMr0zzY28YDqmenEMYSdULqK9P0mz2EEOwe76HdLKuSnxsX/JJPqjOQc1xFrz/AaItyFF7BI000qdDoRBMIFxuATKB1mIXQlotFwkGI9FyQMIgTBJYkSoh6EYvXl4kGEcVyhUQY/J4mmC3hlQP6/ZBEKbzpKXqVJp1OgnelQDEo4HoujlOitHCOuWCaYKaEDHyC6hJKCAZhA4uk2x3Q3L/NXvMxNCF+8CFGa3rN9TzCjcxqjiSdfw2rgrwnT6bnGGKmq7K+zqQDO3LCn9RXGguNwYDGYEDV9wkch16SjNyBdM4uY5298TjVeEoRppp6sYhSLlYPRWSBIwV+UMXqkCiOcjaa6eYDlUUxCSxCSYRwscJh53ifME1HDS+6Du0wJsUhSmM6YUQzzEKlwzSlO+jSTxKUlMT5eFyZmuew16Yb9lG5m5O2hl6pyuWFMjaNCLwAbQ39sJdHaBnSNOSw3wBjCRwficTJ3Z6y8ikCHcWkIncKkxKdJpAHXlhjSQdh7oJmSdA4qWJYwtqkSRY0QYq0Dkp6VM5c5tPv3wHlsttocPvjD7h8/SL1KhwfNlhbv0Pa/21migHx9BRbuy26DFio17m9/5A5L+b9nSOKjkA4UJsrI31BL4lo7T9CWqjXFUKVWN/ucrHiEHuG5nYHaS3FxQK6p0k8F19KXMfQXltjMBhQ9F3aWy0e2fc5d2GJqaVpzp9Z4tq1i/Qajzl3ofIXAFTHYe7SNdzKAOfRHmt7u3T7BuU7pLEkCCSNRkjaz0LfikZwaalEL4gRymDbmoa/B9IShimOUPR621nY4mDAC88ssbl1SPM4xPOLTM0UcOcctNIkaczuXo+V+YusbjWpzl5kbfcTLldWuHThCwRBgVIQ0GxsM11bYHd/nV4vpjC1xHS5xre/8x1UqtlqdlGeD2mMRLLx6DGuL7ESvKJDNEgRSiFHLiJmNEmVVCPXJPJJ6+Z5ILMJmqevU6DtmP14nCzRoqTEyeNHRM5aUpPdZ7rmc3DYx3N9GrsNCgWPuJKg/RBDEVLo+ilBJeDQaTB3qUrzwYD63AzWWnbjY/qJJo3TDDh9D+NJkiCgNFNAJxIrMpHUCI2ONAkW13EIfAfXkfhVl47ReAPFlQuLFCsuVnrshxWUMkx5LitBMXOPEgoV+BS9AM8miKqHkg4YTSIDytUlvm4sShiEl4naneYBtflzeJ6g1+lwfLhKdDwg3fiUfq9Hv7kJQmalku2EY7gd+oAy1ilaOyo8N0zYL4WYWKjGW8nzcKQkNYZ+nDBfLhKlGukEWXt1TDeO8ZSTufykKZ7jM10oEaVJ5vojJbVilWoQYSfaJmXml2pNQjzMxSoU2mjMoIWSmRuRQIB0M1FY5O5CMpOU9lst+vFg5Go0JNC7nR4W6CWtE30ReB5LtTqKmJrxsnLNuVdLlPYzNzEyX0+dA+1eu0knDHHlkJELPOWAHKsl+lGMp7LF3lEOJb9ALSgRCMkoKCB/GXbCDcpqPfIkyJUYODikNsVoi+eMs2KNJGWteeHWq6zefpOuc4X69Ao11UdGFpOmNHfXmfIC1j55i/2qZH3rIRv7TS5++Rc4Thy++OLrvP2dP+T8pQXu395CWI0KQAwciCLi1KFYrnPlcpHV7T0KwMFWC68csH/QzXJJ9AbMX6gRW40wksO1BqvHeyhP0I811bLCq7msPdzjxS+/xsP79zj6t/+cnfUdKovB50Hm5wPqzv3PWF6eYuPRI9a3GxRcy8K8z34j5sqFaao1j8PoiL0HfVZmqgTdABv0kTOCTtwhDRbodI7Y3ThGCUV53qFYrlBwI85XyjQbLuVShbn6NBq4fnWBki2zdfSA48OQ8yuXmamfYWHO0g8llxbnOXPlGfCqHPd6SFfTtyXCQcxGY0CcJJQGD5BejZ4xVHTKlZkpql9+lfT4MNMlTnjXZD57BisUxkArbOOoBImhmQRoIxESPOlgrEEN3VNG7iBi5LgsBKSJQccRCInvhzjKEqcBOlH4URtnqDurewiVRaicXaix0LYszkwT9Hp0HUNpRnFl5QpHjxXlgmJmyiNFMgihdG4F56LG1RloLxtJCYcp16O2UGflKz1ksYzjFAkKKZHx8KqLFJ0s0YU2GqHyEEwp0THoNCTsbGV6OZFZsa2xLLc1B40DGr1jBu0mVmUqBmMsYf8YHTbBFfQHKYQxTSdkJvJRGoJSgR3VJDCKNIl59ud/DqtbeYivHr2DNM36KyhMYdJ47Mk+zlKTv6e854XAOgUKnk9fZwufIxVF9+lDeRgppaQgMpqi75EYCVKQGJ2F/0oHgaXgugSeRz/RlHyfbtgnTDXrx1kFBk+pLLxZiGyRklmi5sDz6IcDfFeSpBH1UoWdVoOiX2IQdXHkgP7/n7T/epIky9I8sd8lyoybOSfBIzIjeVZWZtGuptPDetjOLGYJZEYWAmAFCwEe8AgRCP4B7AOeIAKIzAKy25gZTO90zzab7q7uquqqyqrKysxKGpx4eBDnbtxM6b0XD2rm7lHVmwv0qEhmmBtRVVO7+t1zz/nO9+U5Vd87XfZLn8F0eNokcsIZPUt3ej4/EecZB8N+SRWcfb+0MHhKEucF8kxao9xNGYlP0/hMtkMQzL6Hc2VDSUlDNFR8jzxPGcRT9FKAH0TIEwA9U1ybE7PEqTarVKpMEwiH8Hy83MzM92Z0qdArW66NpRVUePn6y2ztP+XqS+cZbt3EExN2hhmHVPA4oEh6HI9jzr9QBV/w7MZHfPUrX+f+53/JWOTEwTJv//p1du/9hFarwfF+j0RqkkHK2nIAAowV1DsNJsMpO0/6eKFH3fdJs5zCV+STlNSYMkjwBJHTWByNhiKfZvj1EC9+ynB6wO5wipcKho9PtQ3+qu2LeahJl8H2MZ73FCv6DMY5tapkY7OCDAtqUZtud0y9BUWcEXUiWmsV0myCGXncffyY7rMRL1x9iWncp9XO6Pe6bC5vcjQ45vb2I9548RL9Qc61q29TW+kw6Y45Gu6wUJcUNmY0GbC01CbzFmnWuwyP73Mv3aN17m2SdJNxIRmmCYWUSE9RCRsMJxPu3r5BI5+ghULJAN8DKfTJjekHEGeGZiMgWjjHJIOLCIKAshc6F+S2nO2rocQpiYg8pCiFiiueQknFIBnj6zrG5ph8jEoOsYVC2TGutoDxmsh8jOdXCPSMgjOLYmutJoWdInPL9de+gsiGCCmY5mO8seTFtQDZ9LDDFJMWFBQ4CYNGn/g4RSWCeJpwNNhmXzv0HYEJwUsk1hlMZjBZgUlAS4cJHYfDMWKS4VU8jHCYYYrTEuM7AqfpeFVyU7A7HaIKS7UZMbIpDFKcB1R8KCyyElCJIqLcJ0kTjBbE5Oz6AyLnE4QZk4Mhxg+YJmOm6YhAlFXqk+gdkIXCFZZCjksQEAIdtSni/gl30dhS1EZ7PgQdbNAh1BoxA5L5+5QQjLOC0NP8fO0g8jyw86YPQ5InCOmhlca5nlyJMAABAABJREFUMv97NEmpFwEIhZKO0PPwtUfkNKX/cvm+zBgCVRazfFX22AeeR+hrCluqpVU8n+V6nad5ykKtQTbs04xqxHlKbopSm3ZOoJ5fEccJSb+cV57XLxWUaShPV3A2LzUMVJnrXag2iLOEzMQz2JzB52w/p9DsSI2ZtXg5kuIUuAtbFvdWW4u0oirKzmUky0KWtWXeVCmNF1XQvo+zjnQyKkVVtCYxKb4tU1Fa63LVwaz4FQRILRGeZdg9IB+OOPj4I44PD1i7MCSwBj/PcMZiZJXj7pDRzUeoBPL8MQ9vf8oLV1YYmwFLUYsXrr9BcfQALwg4FMdk/YLGQpWFTsSDuzt4QYU0zbh65QpSH0CRsLTW5tHjJ0wOJxhnIbdcufoyh4+3KfoDMmfB9xDasrm6Su9wiusm1FsKo8rV5l8bUN97912ycMLrl8+RFTt4QtLpLGBMSqR9rLV0mk3StEul7eNXUx5t9zm32UI3HNPDgosXX2R1eR0rNc8OnhJVIhwSIRxXN9vEg5ia12HaP2LryTNW6xmvvbJClk3pHk+pRjHS3yASTW5s3aJRr9BcECxc+WWmRhFnCel4n1ZjCTM5YJqGTHWNLE/52ef3iKQqedpAJdJ40eyCWEimpQiFkjfK/GkBeVqQUSosOeWoaL+cxXOH8kthkrwwM9pMWWRKk7KXOvAUSVK6iyok1WqAVQ5TWEzhsKYUsTa5I6yUgJwkOZ4vee3N99FpSqEcPgpvKhgmYwIdkmVTVCjwawoiQZIaRFawUOvQcxMKAW4sqNQC4sMpnWqHkX+Izj2K1NIMGhzkfTwCrBLYyBL7KS5XyGWDGxmsrymKjDTMsIXEZQXWWibjCbaqwJ/dkFkBgcbGKWNniasFkeco1BiRSLyOI88ybKEQUUCclkCZT48JqrXn0QEQgUIGeracL0Vq0vFMDHuYk6G4ufWUJBnyt/7J/4Lq4hUQqlTimomI+LoENSkEudNIKSnyFIF9zlNeCIX2QpSIqQSt8jmXgZCUXeka3wtLuxNXUqqU0kgZkOUxgZYgFQJBnqco4QA7a6csg2u/UsW5nHrgM01G1HxNUSTUfF3SCFWAnlmNnNUKPZMCLq/LHGjnhnYOtBJEnkeSpxhrqHjejCpm6E1HVDyNJxW5Naf7EvN40s3ymuLkJ5iHrb4um0M8JakEPov1OtUgwBYFu/0urWaTipQopShcgfI8rCmY9MangF+GuwROIin5snMwLbUBHC7NEX5AnBagcgbTAa9867e4HPnc/cG73Hn0kItvvMWHf/y77D7bJ5eSYjgkkAU2hyiqUA3WuYhH/+gRP/7OIyQhocwZDVMW1xdISDg43CXtFfSCCdNnU65++QJfaS/x3R/8kOTBlGipih87+kcTpPbpH/QIWxUadcfB7T2G/Zj11RUG/QN6jyeY1OFrTbvhE49Oue//fwPqcHDE1YVNpq7KcidgeJSSZzkL7RrPdg/JioLxdEo8KdBac9A7xuqCw0GfxXqTb7zxAiO1xsNnn5CMDjnYkSy36mx179O5con4+Jg3rr/M0+ExtUZBb9hD+YLj7oBR0mOw59hovUA6PiSPD7lyoU1n5es4aRjEAl1sMSo8ajZG1zqEzQV6uc9xv4sTslScwuFZgfQEUpU5PedKAWWrIIsLokDjVxTD4xQcKKnJZtqgOIH1oMAhpZtZm5f7JS2QlPudFgbpCxJXOrnWAlmqYBlHnBqK3JIZS+Q0lUBTWEuWGfLUYq0licesrjQpTEyYV5i4GCo5WW6gYwmjCM/62LCg6EHWSTnyj6jKOse9KX7NkekMVziOi31whlTkuFiQDI8QShAPJ8gA8HzMUYHNc9prLcYqJotTQg3FyGCrApuX4ihGQTaZoisVijQvzQalBE8gtCKQHikFHm08D8QEkrRUF3LOIRoNbDLBndZcUF5IEC0wGTxBOIHQHqQSM+iRpxkHdkylukJUXcKraCpjjT844O6Nu1x8pcHi6gYSx62bt2mvr7O53MHiIaXAczmCHKUhNwIlytSK7+myai0L/DCgFC1XM8UsxTjJkFiEpwi1IM0KAiVITUaobOncQI4SkNmcWqRJ0oww8EtJSiEojJylTOwMwAVKGhwSY8VMW0KgVYskixnE4xPRHzjBzvnqH0+VFKq4KCOCwjomWUlRCvWs9VoIqr5XakpYR6A1JnfUQ58kLxCCkyJaZgrqQUg1qjFNE8bJlGrgUfU9lloNfO3RH40ZxUO0gEoY0agGhKrsHJzmMb7UmKyYoyhIiV+plhzWvNQwKHOronQ3KAymyJAn/FlHXORMh4Kat8yzez+mvfYGnjKsrnSY9g+orS+gp310polRvPD6C0x6A7pHA7yax7RQHB0MiJoeKsqIe47pxJA5gco0eS1ARD7rtRoHkz32t+8zOuijppbUFhAK5GJIq7lKaKDVqfDw7m0mPYfWFl9JBmnCgqyRuhg8D+1FaF/Q8Vp/fUA1JqfXPWJjKcM6w6WrK4zGA4bxlO5+xubKBt2jBCUFxhYEXkAUNHny7IjGlSY7O1MWrlRpVFsUgyPqvmR/0qPdjlhbvsCTY/AbNRhkdI/HONGjvXCVndsF2ktodjSTWOGxwOc3voeTY/zqNtWl8xRCUMn3qU+r+NNdcvOUgW1SiAqEHVxjCZELQk8Re4bYFiwVkjjNoABdlWRFyQxQWpDHFqVKCbYcg+8Uymlia2g5r5S7s5BZi/QFblqK/iq/vAt0JrEGqp4mzQyxKVCirJab2OD7mqywFIUlESV30ZtV6YUC4Utir4/KFL4nmCwneLEk61rcGNySxQ0dVjnG6RRvAjVZx2SWShVs5uEXIVk6hcIhQ0lV+xgBg8YYXQRgSl+hDEHQDpGFZZzFEGgCAVpphFZkyoGXUEiLzC1REJUmgkaAdlAUyLqP8qpMTUKkPKoiQAaC6WRIK6wziMd4RhCPcsTIUAxiplownWpGg118c0hzpSAyEaLRIa+FRI0W2iQ0Jj5FZjkKF0mFJKykBO01jp5uITeusLK+RiMM2H34MQfPntD85V8miiISo6mFHs4VSCERqgQxYx0KjfIkk9xQ8RXCOcbxhFoYYHHEmaEbx6yJUqdVa42zFh+PSZJSjUK0Km1IAkoTwigMTiI+icOXBaMkpRVVMNZic0PoeRTSEiqBciG5NvhOEwQBF1pNutOYOC/IZ51VkdakxszuqbKLqzprEBDANM+JPI/IK5X7C2uZFkXpW1YY8plZnpaSyNOMsozCupMC2TjLMG5MqCXrjRp6JnCeJCkTW+oLKClKARWhCYJKmR6QjiKLEXgnBVYoi1TpeDyjys11Y8t7okhnUoNnViRFmrFQbRDWKqjGOma6Q7b3iPc+/Ihcauovv8U//E/+1/zF7/42qy++xe7tG7j6In/rH/xzfvbdP2Tn/h2e9Y5YXV9GuYwsL0idod30GDw5prrU4O/+3X+GTGPe+8GP8PxDdp89JR2Wzh5GOEajEV7Dx8sLvGqFSfqY1WttJgeCzqhBaiYMj0YU4RgdeJhcMDyaUl9bYCD/6tbh/58AtdqGjfUrLFdCHu2O6Lsx0yQnSUZkDlKTcHw8ZXklREUOL4BILFGLmnxy9wGr9SFL++fYaHfIpxV2Ho144403GCT7TIb7vPP1K/hacun8It19R70Ck+kYaeHpvYyr52toP+Ph/j798TGTcUarNuCl5pjJcBfhCdRgBxXCbhywV/jcefddfvk3f4N6o84ja9EZpL7BYJkkBQWWXDjCVJFhcX5pxOSF5VIlswW5sxSeQFmHsJL+JMcPSm8iax3TIieUHoXJkZnAF5JMWbKsVA3KhCUUiiCzSE+Qeo5xllJIhxGQxAavIsFJisKiRalzMD1QUBji6iFV6ZfLslyC8pjsG/As8lgjqj62nzMiK7UHtA/SMjYZceQIqxkyVCSTHDyfhr9E7nIclghFFihsXqCFplapMukO8KMKo8EEIQuEM8hcUniQTgSVyGMvHSHHOblXts7KvTGCAVaWilfKlB5NR6MJDR2werVF7yjHrwk2N1dwwQK5CbArl8F8gq638BcWyPw2I7/D0XCANjn2eJdaUMOIgqje5PLCAtXLl6lFPoe9IVv7z/jZhx+wUK1zsH/I8egux4/u8Fv/2X/BwuraiQWIwaG1QAi/7PYSEmehHpZEewRUowA5q24v1Osst+ooKWd97gqpS7HxRrXs3z61jRalTq4oPchw8yKNpBlFzMVlhKew4rQGXgiL53RpeyM86pUQcJRGu25WJNMMZs0onifxVKnYlM7STPOIVM6OUZ5vWSSt+oZxlpMVhlBrpnnOUrUCDrSSZWHM81AzTdj5lpvSyC/yNZ7v4ykP7Xl42sPlBUJLiiyj6tdREvJZe7fDIbVX0tBmnNVZyhY4ZcyUYfecO1N+/lt/8z/ncDjg3/72/4V0dIfOxVV2n3TxtE/QWGLl8mWG6YjX3v46Dz/5iD/4V/8tCw1DWgga9ZCnW3tcfuE8LktIj/ZxniQvcobdLt/54/83UaVKb/eIbDJlkljGWcZCLaSYWtJUsH27S2spIS6Oabc8Lq9X2J3meDJAtOs8fHxQnq8GXIVXXrzC+YvXUfI/wAKl1YJM9djatuwf9Vk/X7aYNTsRUSB5tNWj2fRYWmqQ5BnLrUXyQpIFFYphh7rQNBYCelPN9ctv0Yr6FDmoOGLRC9Ba8STzeZD5LDUyOskKlcBhzH12jwf0RgO+2hBM+oJmZY2vvnmZ6aDC8QCO3BGJLwms4Mi2GWYRP/qzP6e/dY+vf/01Vs+f5/FiBy/wGOztYrKckbJkuZm5huYk1uJ8Tb8wRFZjCwemlOrTAoxwzLtRjNWYzJSttZkkKQpS7agozbgocLZ8v29Lfl/sHF4hIC3TBZlwNLSmojRZahBOkDvLMM6oZBoVW0Q1QowTPFXBS33sICHwfDLrUBOLaGSQhdhejknBKySxl7GUtimsIxcGEo/uo4RWu4YQmnGekvb3yFOQviQtCiaywFMSlwmUVhRhlUjGjHJw0gMzZcGr0IvqHPcPuKhjUiOp1Rusrgf4QjI0VQa55FxVYV3K0AQ0dIY+OKC31yest3npQg0nMqpRndr5FynCEF8G2GSJJK7x5CjBtAR+OiTwA5Yby/ir57EIPDXTmlWCJ90u/TilMAU1o/jj3/3/EDZqtJMDqoFjYWUDmR7w5NGI5eXzSDPB6vLmT4vy5vc8hecFM3rTvCd+JgxtDJUowNoCKU+ZHKX2aCkxPvelR0qcM+TWMZrEtBo15hqfYuZNameifnNpCOUUirKT6sQqmXJiqoT+iVpaNOtpWqjVsGduTYGl5nIKJ9Gi7JIytkw/lXzSknMbeF4pkO1cSQ9SJbVKyvJ6ekria43WCmsKjHEnkSOA9vRMBUqDcSTjEbYwJ9QsrCCbicDMP3Y0HdDyK+WSfj55zHIWcyrVXNXqRLMAqFdbPH58l50H+1QX6yxag4kafPWttwlMwXSYUNTaXHrxOvVGjaP/4V/wg+89ol4N2Xxhidpqm607j9kfTlkOI6Z5SqFy+uMJ9rFmbbXBJI456icIJLHLSGKPzDhsFFHVkpovwNNMtUeaZqxs+Pz0u7vEu47KUojJUlRs8RqO+kKbw/4dtOz89QHV8wTPHj3m6WGPVr3Cxx8fcfVyg+HQEEUthFxgc9UHOWCpuYrWim6/z2b0AhdfbFFv+NztFRTHu1QqS/S9Oo9vfcSFlZeI8wY3dj12/BAnBDsiIFVw6+kOV69coqNCnr33KYeHE+qdTSr1VYYTxcjTdLOARGsqk5xV2eTBJOP+d/+CvXu3UA7+4N/+Eb3jPtdffZXDccLipE+gKkycoXsQs1AJcH6pFVkIR92GZNIylTl2agh9jzS1+FFpX21dSbmxssBYiclKSoiPILMZWulS5d1BRgG5I7OGoS5wuUNoSY6lm2d059bngzJuCZzAXwx4tNNn+uSYZJzTatYhqDONU+p6RKwjsApjDEJbtNA0vQybTEgninc/ucXVF1sMJxYVVuksrdEVGcbzSKsLrK8kDPMC32+xUTlGSkuRga8WcE6yJ6ssElP1mxynDo8BK0FA1xo+0YrNlmVcOKTrsLawSOaOEJVzyKzAn9kxh85RyQ8ZmApHuzfhaZ8rzTYL0uH5Po+ePOHZBL505TzLi2s0WpdBQRjVSPKCaZbjack4nnA8mnA0GuApzVq7jVQ+52sWNUoZT3Z5ea1Cmo+JnSas16nW1hiNC+LkGY/jPn59CZXs4gqFiir0neX6uQ2sNWUvuhQYc3qTa6+UzJMzM0bnHEpIisKUd4goY1JEaW+CLZfUteoZoKAMwuQJcRZC551haJYR2qmTqEApTSglSuYUTiNsqekqdYB1pU5qKTxtEWXvHZIMISTKlR1pnirKdmEhyPICX0mMdaVPmZh9P1Xe5r7noT1/FmkHJ9fj5H4XJZiWJboMn+Ck2WVOi5rneOc1r45fOQHYk5qagFPXVU5oYI7ShkgiMWlKEQ/4yle/zqj3mH1T49KVDUIl+fTmLYrqElc2Ojy69SFbd28xGYfk1hDHU25/+oSF1QWsJzm31iLpJfSzlKVKSOwMu4d93LTA9zzC+gJJPqKShhS+5M03XsfzNM1KjQ8++RA3mGISyae9lAvtJomy9Hsx6xuXGKd7+GuKJE754MOf0mqFvPjqpb8+oO48SpGBR7tdpxEFmKngyb2Y89eqIFKqgc+5jas83b1PZiQLayvolRoPH+yQmjr7jUWmApZln9EwpxK3+dI7v86jMXSFYOR7s5VAOWvJzOD6I/RSk+a512g5j/MLbfqiwXZUIcoLgkqFaDLmnDB0/QoHTmL6Pd584zV+tL+DcQWPHt7G0zX2RzHTQY+sEHimQAcVqp0Af2kVr6rQxRAnNFZVyU2ENx2RPNtioR1QFIK69ihkDpXSZ94pDaaCi3N0HpMHNbAGpSblnZQxI1kX9McxjaUaspejw8pMHd1CYEliVxrNaR+ZJLz42nn2jrvUJKhAQFsQtGpcq7cQboRhCU+3sUWXYZ6S+W3Oh8e4vMJuEXE4cmwu+WzjuHjlAsvVVeJsgKeqOOGBLhBIcq+KShZKHqgoyPHIM1C+Tzb1OIrTsj89rfOT/pRWJUK3Vth3Bc4DUyiOD0cI6Yj395hmpzbZ1jpEmpHmFhobHKUZC3sDli+uUTn/Fk3f8mf/r9/h3Oo6y5sXsEFIdzTAjCb045jeZEToR2wuLLJQrdCWY1pSkh58RFI4nEtRXoUgOeKtq+tkx1PuDbtkMuLp1h0+e7zFenORjlak1SahFCReSC+37O/tcPGf/c+pae+kLVbO+aAnQs7zfvkSGIaTCdFMWGe+lQBn6U+ndGo1fKVQqBMr8+JUbhqAROQIKCO+2VaIeY/dHHxEucwGnIsQYh7IGcBR5PlzKk9CKJQuJ7ESmCVGWIR1hGHpaurmYivMKE9Kn6Qq5jqogtIpYB49F8KU6QigwKCMIi/yk/24uR4qM/B0nFzLEyM/d3pWJxmF2QQzD1LLSL2MzjPnM0gyjgca3RSMth9S+bVfY6VRRWjD1s3P2Gxpth4/pLWwwPrFNfRogog6NFc3ePbwc0apYDBKwML+cEojCpkawzApqFU7/P1/8FtsbX1KVF9m59FtQuGTqxprr73MNyoNfvTjb2PGBYPJFG0Djg8nWCVApAyPYhaCKovNKpM4pV4LaTTO/HZ/xfbFgLo7ZW2zQl1rVlervPTKm+w922U4eUpbV/D8KYPhgCIHbIqwcPP+PUxmWV78OluFQnpQa13Cufu0mhqKOsqGDMKQwNiSUiMlnrV4Al7d2KRvItZHU7zNFwnMFGkEgdbsPt6mFdbwqlX6UZWD+/cYTxMGowHbjx6AF1Jrn0fnKb6MMNMJ+WRIlmVM8xQ5TUuZst4xcqTJJkOkknhRigoqCKGwlSpTHSLTAX1TVkkdmjxqQS5waIJ6iLQVjPIo0gJPFzg8PJujggIt2kRyiGo1cdrHNlu4wqC1AJngZxpnJdYJRo9vUam1iAdlBXksJKJrWKp2WGu2yUXBbrCA6w/xxTLGlxjfJ8s9skKSyRx/ZZPYD1FRwt7Y5+HxMZnJ8f2yGpvmBiMEuTnCFqUDgRRgTNkaK0RpWe2s4yGlNJ6Q0BunWAdjKU4I6FJK6otNsiwjqJbC0pUgLEVyZgrHzhqKSJILuNMbsfvj91i6sEm6/5Tv//6/pfIP/yFpZ5laEFAPQ1aDkEtLC+isR2InJE8/JxAjpplBeBIvN6AEmc1RzQCHT9QKeaUb4RJD3lDsbXc52r/PnnA87EOMJGxF+IUkai7gax/rLCYvJRlNYZBKEWh/BhwnkFXmE8NSW2EODAIxE5F2LNTr+DMS+MwvFCvs80A5gxYnHKnIz3R6zWs27iSKm8d38oTjOO9kKMGWOdn/5N+SKy1mYKW1Kn0EpTiLdicAxwnwUVKnZsA2B1CBIHDeCVh6aH5eTlBrRT63dZ8zvWYMijn3f35IMX/D/CrMwPzkKyBQSrK4tMnKtReJNi+ysbTM0cEezdoS199e55NP/5Kd3PDhvcdkzufaW19j/y+2Od5JcV7Br7/zVexwh0db+0yKDKygXq/TWugQVgZsnL+IcikfvfcBb79yheG0R6d5jswVLF86T2Zr+BXNK1ev88ntGyjpkEVGFPhMspxnj3ZBGY76I/aeZiyvNum0NF3V/OsDati2RJEisw6nMvZ2d5lYj9XmJSbpPgsrPmneoho4imKXOIlxJqS9ABc2LY3RmKAC1abH0wNL4DziAayrhOUsp77YRBEzFR3s0T7V8xsE2S7Nao1+0qWbF3jLDRad5v0ffED3xk322i2cdUynI9JpKRYstUd1YZ2w0kRIycLKRTztGHs+yeAIhCOqN4iiKtqvECdTTJ6j/BAvquNVmsS9vZl+pMc4zijSAqkDimSMyhy2NzoZ6wiBM391tS9SikKO8bWi/2DW43y4Q3XpPJPDx2ANXqWJyCZo46i06qytXCCN1vn09gOipRXSOGWQFLz7qE9uHMabkk3TmQNAKWK8T0GWgfYETnrc64MlQCWOIsspMkOEwBhHUAtRRU7QqFDkZQGkXW+ghGKSjgm9kGo1QDhBpV3FSEcvTllsdqh4Adl4giCnKDSVwCMtUkw8xSnwVc5oKvGFIIkCbJ4TD8eQGOI0YXCwy/D2XUQg0XlG98l9bn78Af/wn/wDplmKGD6C0YBEGGQ2QRiNJ/LSk0oJUAJR0VBYXGagMrPM9iWi4pVL2qOUc80G55fb2EnO2obgR4eGS5Fiv9untbJYKjAZgx8EQClhFycJE5cS+QqlvV/ggp50ajF3rS0V/Z1xPB71WWk1kE5jlaOYeyvNEfOU/VqWYubgdEKNmv99GgOfjf4QPCegMo9S595mcwFpN+uZZy49Om8IONmZKKX5sKc47UA7VRbWXCl8Xloazs9BnEams3PLs+L0e8xe+MVY7bTCf/Jt5t2BM2CdGwxmxvLp7Q/YOLfJf/zaV3DOpygMtjCEgeadd36Tx/fu8dlPf0zrja/RWlxmo3qBbXnEpRde5o13vskkSWhU3+fp8SHWOILmEo1mg+VaxMqVV/naV17nd/6f/1f+4t0PmB4c8MKbl/CbNYaPt6gXI97/8+/T2lxlqbPI4cEhgR8xNV2qgYe1BVPhqA4tkfQxScI4Nry9+h9g0re51GYQpxQJ+KqCCQ7YbK6xsfxlkGN8T1B4HXLb4bNPb2B0ilYGYzOETGlVy8pvd1/RCDep1QJ8IfB8kNIiRI/xULDYOiKODKoY4IzF9XqsrAvspCDrDdDNDhSG3qhHMBqSURZ1qkpTD71SfT8+gqRHZhyZ8smabaaTCULOjOzSjONxgeePUFqSJgWepxDSIx70cLZARzWE0kyP9xFSU293yNOk7JP3PIJaE5GMyPDwZyT1fDpEeSHKC/CjKmk8JlAl8dkHTDqh5mumoyOCaos8GYMQFEJTkBIoj93aMtXlKv72I6bTjGqzivRDMqWIorIzK6iGJ0Z+tUpInKaoapWgVsEah5SQT6Y0taU7cawtrhJPBvTGPaQXYK2j0+nQn05IekMEGZutFo+OJuR5wjRTBEFIsr/D2MCkcKT7R9RbHY4Pj1leqOOHHvXFC6SDFOtrMFOc32C1LtF+ZVbpN+z4Hp2ix7Njyd44JjEp0dRSaXewvoeRPs8++QGdZh0j4hIoszLCE8ogAgWhhxvlkNlS/k/LshvVlbbSzoGs+1D1kM0AlxTYfkq/FvBJF1Srys50wNrGeRZVzu3797l4/txM0ctHCIjCcEZ7OgWreRAolToFGMdJ9CmFAu1oVSMQgp1+l06tSuDp06Ds7HLX/Rz4Ue6wBLJTEDoVoX6uTlSO3dyA8NDKMifqzw9zJrA+Bcz5Azff5emkYGZarIUomS/+DAIKUQKmKcAgqEo16+EXZyxUzuztJBg+A/ROnJmDxHPnpJSiMGXO1umM/acP+Pwv/oi9t36ZS+sv0ggrBJ6P0I4PfvY+pAn37z/kta98nSe7Q37we7/D5sYFvlL/NeovvcZae5F//Fv/ER8vrbDX3ePgzqccxBmbi21+8Mff5hUV8eq5DivtRZ5Uexyagp1eQb6/y+a6ZEGsE0UZzw526fVzfBWC8NFC0p1OYKLwlSRXkmYoELEkyy397tEXQeYXA6pVpeNl2JCEFYmUPgvBeYJ6Dc/z2X/ylP7kHp3GIovtAIoGnbpHe6FA65Be1xFGguaCABZwRdnyGVZg1C8fB42I/iRgoVWQFRmqvYCurmKnu7STY4IFR1AvWGg3uWcdXiixxrHgBSyEIfiOXEi6CHIXEtbrpE4wOdqnSKdIJzDSI1CUwrjZBD9s4HkpRgik1oBFKoUrMowtRTFsnjPZ3z4ZTMbmTNIpRVHO9Om4S5GXa52w0SI+2MEPQoQKUJ5HlsZIUTqjHoxilAAdaLyohpkOkUEVL4i4sFTnyrllUr/FO3/rt7j5+U3qFPjNOod7RwhdimoUSYpXKQsAfljj+PgYPeySNpaRUtKq1egdj8iUhx9o4nyKCn1W6usI7ZEZS6fewPMlRAqTQxb4XLp4jraviaXA6IhiUmepSEiLBDuMGaRj6ksBKklQkx3uPntKu+IYDjNWSXjWncJCRL83oigsVxeXuHV/m1976xJ7n26xnE85jhMa1ZBBv0tnZZP+4QGfu5BLrRHVxU0adUtSTIh8EL4C63Bxgah7UDyfb0SAqHi4UTbzvJmlIioeaa3F3b6i1iloZhmTIKLhw8Mbn3FnP+F/+7/856cq8nAKYvPYcp5PLf84pQCdWUY7azGmIAhKLupKs17u86S9c74kFydoVzKrTsF0fkgxbz2dAZVwp585ObhzZCYnzWNatSonoSg8l6s8S1d67lhu3o01E2Ofgdw8QWFnLqUSiXaanJRxPMWv1tGo0mNNnBaiSuAF7crCGEKU0S8lYJ9g7+x7ztMGQgp836MoHL4O8YOAASnu3sd8fqFDvbKE9iQYS/doi60Hz+h3jxn2hoSBQlUDFl++RvH4IW+8/BIHh8+wwGh8yNHWTSBjUU357N5dokbA9Rcu8t/8t7/NwdMDKg3Jhbe+xn/5v/nf8dn3fod/98ff496nn1Fb0kzGCWHnAkuB4fbD+0glWWxV6fVSompAO/Q5GI5YXG2iMsP3fu+P+D//H/5P/yOI+T8BqPu9KXJYEC5rur0uWkVc/o1vsHL5ZYp0iArfp9lL6A12aTYCqkGNZmMBIUvnyNQ9RokKzWhxtoSYN9oJGm1Ipg5R7dBZ28BngCdCmsuX8WUB6ipZPKAqPW5/9gHdnX067QV0ZwOZxBTDXaY1CESAExFebZFiNEVITS05ptkOiY8myEYF52vyUUzuUlIn0JMxRjoMjrTXw5OO3EmsKsVqSx6hwzhbDhIHpigHv5pFiVpIgkpp/+u5HK/ikZkCrMHlmoCitNcoJL6wpVlZpikEkE7IjCGqNdgeFlS/80dc+PI30blmKTD4+YSlhQ0EgmoQsNBos907IqhVaYkU43dYXltH2Bxv8hibJ3hmwvqmRlivzMdO9jkaT8CrMY4zIq15kOQsBVO27j1gcXGTradP2bz6Mjce3efyS+e4fWebzuIC4nifqF0lmFqOJxNefv01Pv7sE77x5pvs3brBq9/6Ej/85C6v/v2vcfSHP+X1L13jg62PefPvfYOHP7zJr718nunBhM2VBpOHGZdbDYySjOIJu7uPmQyO2dmtsO1VuPaGYeP8BR7d3GK5WeWld75E3n+GrJTEdaclbpLh4gK5GJUlDy1R7bAEwALi+hrdJKcrFsiCEblNkIXjauh45bVr/Opv/keIsFLmjYuyyGOt4TT0+qs3KdWJKr+U6mSJfsIGYMa1tK4s/MBJTnqeMzyJfk9Ct7O5xbN5xTO51Xk6YIaSlTAgCvwTdbO/yi7lbDQtzuYN5mdwcv+JWf5UlZ10s8JWgcEKi9aKdr2OnlX7T/B/lmbwnT5TzT97BswmiTMnwwxYXeli8PDwgOV6naaMGMWWWr3G3bv3ULrCyy9dY7J/g3giuHDlEi+9eY0sj/nkxjbD3afU1jaRP/sxJmgRpF10pJEEPLh7i34seHJni+7RgCy0vHH1Et///T9ECEezHnL36RNebC3xR//mX9I/PmRt5RyHB08YHvepBE1MNiDNLIHvYWzKpXMX8cQezbU2mxVNsydorjbxfUfxVyQ6zm5fCKjd7pjLay0WOnWUX2DymPuf/yn97sfcvnObdNrjhSuX6LTW6B928eulklDv0BJUuxz2n3I+Osew56g1QGlxZg6DsCLI46dYO0FVIxpLy/T6OxSH2/SPcpprDe4dT3j/yRHPHj1ECAnDfaQOCdcvMxWSIopIpjn5YIifDnATS00UtGRIUasyzAuyuGCpXkEJ6KUpWpYmb+nMF10AaWIQBqzysJR9/EmWUws0o2kOGjypmRZm5tPhqEWaSZIjk5wUhzSOSlDqoE6Tgqjql1GIFFSFT2wKktGAjvbJvZCFRsBCLUQ0Opz3B4j2eZKPHnNus86tH/2ARivg6NkA26kxPR5jaiHdozHtlSYHh33WrrU5eDJisV1hsjdi5fXrPPv8czYvXGDaj6n6jrosGBSw4qCoaEQlJF9o8cJGhwc24dWNNvt6nY2LbYrdfV69tsTtOOZrX/kKP/3Oj/nVX3mdR+895DffeZXu4wO+8quXGD/t85U3LpFt9Xn7zYtM9o5YXWljhzleqGgEAU8P97j6ynkeHWdc3Gjy5FmPi60Vtm89YzidEo8nsLzOzvsPCN/7nFDCbSXoXH+b1tQgA3USQYpqmSt1kxykwNbq9GlQkwk3x5ZqZZmJSCmMoRpEFNrDScErL32Fc1evkmUpgtJVFlFK2531loIz4OkcxUyB3lqLsAYlVclHFaIUX7YW50oVLanUCUgDpcK9H5Z0pLPr8TMh5El21ZUL6DntSc5L/LPAo+TBgkfZWurkLBwRZ++j5/d5iqxnwfQ0+hWU0WkungcG32kEgkKUrdO/oDHg5l+jPHaBPYluS6aA+Lli2Oln7ayAdrG1BDgKl7GwvMrG6kUebj2iW0xwXpOHT8e0/Arvv/c+ay98hdUrr/NkYPhn/8U/5Y//3W9TxJI0z3h4NCI7esK7791E1T2qMmJ4NCAmI08cD54+Ixs7XG7wG5oLK0tcunqdv/HLv8Yf/vf/iguXFvjyO19m++5nHHaP+PzGfQpnqFUDDClPnzwhSaDtNBNraS8vopzj0bMj4uF/gNrUytIlIi8jqhY4Y1EqYpw9QRwcMx7v025VEMLy4NFT1jptCpNx87O7TPopzVVJWIto1tfJs9OfP88giR1Rpbz20zEEpkdmexyPd3EIJnmT4yDi3v09PvzwNn7FZ3l9kzxsYPOMoFqlyApkGjPqjTHDAxpMUBkstH1kITGeY2oFy80FpuMBLoeqV+qgJtbhKcli0wMNOoGhl4EThI2ALDXEWU641GDYnRA1fOp+uUwez7ysfFVqBbSqPnnuSPOcasVH2LISHjQjjIEIyWFaamlGnk/iLL4VXLlYxau0uPbK6+TNOrVGHekKVnSdiBCZTbm8usz4yT4vXN8k/ctjvvbSVX7855/w1ZfW+ThN+ZVvvMMnf/hTXvrGl/nRH/wlr16okn1sefX6Ej/77ie88Suvc/PHN/mlv/EmP/iDH/G3/unf5w//ze/z5tde4Gfv3uGX/tbf5Maffo+r33yRR5/c5qXrVzi4+4yL19Z4dv8+y6stokzgBRVazRV2zSGvLF3jsw9/zNVXrvHs3Uec/+XLPPjzO5z/0iUO7+9y7Y23ePCTn3Du0jmKYYz2NRtXNkgOEjYvrhAfdrnY6fDpjQPE8JjeJGGpVWNcWSBwBXc/+j5fe+fKSURX5jUl3sZ1cq/DzSdbtFzARDYYB1VEbch+v4evPSragzxnYAq+8eaXWF1ZoSiyE/CZi1T/fKrTOgfWzniZZ6o7oqzsS6Wx1lDk2Qm9Kp+BsrUzbzNbqmF5foCQsnRHsM+DVomX8iTCZNY0kmeljqkQcsaJLVMLzN6/fXyAFILVTvuEW/p8bmCW/z2BuzNBopjnhs+8Jk5zwuX1KJtCtFN4TmPEadfTyXU6G0rPolzlfk556eeC8LMTlsWBNEhbik97KOwgQ4cBIoaG0lx/8SV2tp5w98E+j909vhr4/KN/+p9SFYLf+kf/nNW1i3QPn5AkKTd+9AmD8T5fvfYrfHrvU2rLIdFUcjzOyVML1tBLY/y+wqgMlfb543/7L2mvriOaC7T9MbuLHs3oIvbGXaSUpFlOLfII/YDUTdFZhvMV4/4UrTyS/kw8+wu2LxaYVhkEikk3Z/1ilWwmuut5Iec2VpCiFFluNh39bI/JUYhxbcKmI8tTLrQ3SyqSKfOlUALqqO/wA8Gg6xgPyucrNegsgxdAtSr49Zd+lf/mt3+bIJJkgwE5Pm4mDDHafkBLG1qyYK83YaVZpSFr1FfrHGZjFJbRJCMKPYpsRMUp0qKgkGVUGRoHviZLCpRQaGep42ObGn8WgVbrPtPUEng+tZqmYhRFBWycY5ICpyy5spjYEVQ8lLNoI/FCRVVpXAGqCnFuCTJFWNWMEkvNCdqXVlisBWxcvIjRBefOXwLb4+D9j+lstjjoPebli+sECXz5xcvILlxaXcKOUy5dWGG6P6Ldiji+84jOYpX0YEJrbYXRvX2ixQaDnQELFxYgFjSbVdJezpXzGyTTPuvtFlXtlSr/ZkCqLJHwmQws1UuXuH3jPpuLFfb2eqy9fp7tD7a59JUNjre3Wbm8xMGNByxfv0Z/p0f1XIPhwx7RapOw1ia1+1RqFh35XH/rS3z27e9x+eXL9Le6rF9cYfpkwOVz67SbHXJbZe+wR+LXGU761OuapMh5+Wu/Ae4Aa2OGNiCJNulPpiRdyfpCQLVzgVGWkhU5w34XrRRV5/APHhOS025s8KVXX2NjsexoMcW8a2le+T67FC5BJtIRucuxDjwvoihSzIzFURQ5FGcZHTPUOInYOIkGjSmwRgB52d7688tDUdpxFHk2K4yVtCw/CMizFGsNWXrKZZVSYoVkqV7lVCXq7FL/bL7gdAV+UpfilHAgZpGjhOcB92RPjkIU5DBrqy1ZDdqpk+X+czkGd5q/Lf+e0aPEz4G6mBXDONUQloVPPO0xTXqkY0X7K69w7Z13iI/PM02+zZXGMqtXrvDl179Ep9ZkMDhmY3ODQgl6Bwf88Dvf4dbNG6i6ZHDQwwnHoBuDg0gr8rhsH2+EPiJSJKZCtzdgba3D5mqV/jTmZ5/doLu/y/EkxjnQGlbPVdFOkBaSKiG5nCJ0Ha1q9I72aa2GmP8J+b4vfPWtixu8eOEaoazT0YtUQ59aFPF45ymTScxhr8+tew9JY0OoIyJ/jU5lg2a0xvm1S/heGaVpr6T6OFcWpNqLAj+Aeuv0R5mOYXDsMLlDZD3uPfwA2WxjByPUYA9pEpzN6O88Is0SGlUNyuPyhQWK3GArimfjPtpYCiNYWqjSqrXQWqPqikanjkmhcBIZauI4Iwg1ETD1BKqqiBIHGSx0QpSvsBIW2yFCCkxY0mUaVR8dKqr1iIoMWWpVqSCpE1AXmkrFpxFpGlWFH2lUoLi40UH7IdevrfEb//Hf5ZfeeRMtAxqLa2y+8k3q0/vEe/foPntCEIaIVHDl618lPp5Q2Wgy3Omz/OIqOw/2WX9lg+koYXW5ze7NHdqXlxjs7vL6m68y2h+xdG2Bgye7NBYiHty4TWOtytZHt6guh2z9+AaLqy32b++xutnhyf1nnLt2nr0nuzQXqvTvPWR5cY1Bb0IO5OMEGSmWOhtMdoZc2LzAcL/P5qVNpo+nNC532Ht4QO3cAnfvPWDpygaHdx5Tr4UcPbiJXwuoLNQYTcZUL4T0pmMW3vwS37/7iPNvvMVhkrD8xqv49QZRLaDdXuR7f/E97sSL7PpX6NVepWcquHCR3BR0R32yeIpMy//qaZ/m4AHhk22q+YQQj2tvvM5KpzO7x90syjtdDouzgOjAOMfRZFyKmVjD7Tu36Y/Hc7g62Y+b1b/cmSo3s3r73GzPWlsq9hvDfNk+T6POC11ZmmCtJU1TstyQZQn5TKVpvs1dQ8WM91p+tARo58ws7WBmadLZUWbodZoWnrfDzv+a7XsWXWo5MwucUabm5+pm0asRhgJDIjJikZGKnEzkZecg9uS4bla8cwKQdmYN5MprMmMUlEAuwJQNMlpLeoe3uPTaV3jjra/yj37z7yKQ5E7z5rd+i3e++g3+09/8e1xf2aQTVrj5+YfsT1OSyQDjRXQnPVQtQJuAg50ecX+EloJRltNNY4Z5Rj+NGec5NjZYZ0lVhTuf3eHf/evf5U//1b/m/c8/5tnxMbuPy+h/eXWNkAiUx7Q74Xg4ZXScI0TG/u4OE6V4ujdi/2nvrw+oWZYwmo6JqhVkNaIerZDEhjx33LtzQNyrU9VXWG9fp12/TH1hkWeNGpnnM+wqjvYdu9uOnW3H4Y5jPCxpGfG0/HmVAqGhGwZID7QvGA3AFuBszv7eUwZxxihaJrGaeDggbC5jhOZpEpDUFtkbFFRqIenUUKsECKvo+CF+7pGkI/LC4owlI4eaJM8N+dRSUxo9duRGsLhYR2pBUFe06rpUGU+gEQQ0nKaGJrRqRrmBIPLKXulIYfKi5HW2AvymYqVayqEFoaStPDZbDc4tLfJf/h//91xbW0Xs9bj3/Q9ZWGix8errCDehEixy9PEOrU6TycERYgzDw30ScpSCRBS0ly+TGwfOMB31qVQjkkEMucEkU6zMGacJS4stkuMJ7SBCFhnthRbTcUytVmXSnVBthux3R6ydX+Dg2S5LFzfZe3rI2oVldu9tsfxCh63PH9O5usjgIGHztfM8+uhzqhfqTEZj/PUO3f09/PUm6TQmqFdo1xdQccHSxip7T/Y5//qrPHi4T7i+yO7DQ8S5dd7dKthuLPD+g33M6iU+v3+fhRdeZ/roHo3WAipJ2Hv8CJskHN57RCJqdBottFLkWYqf54idxwTPbpN+9hHRw09Itj6jP1B4V19i5dWvsnb5Onc+/BHxeHICLOUK+WzmvnxkZiCp5nbHM8m95bVVKkHZiXSaZhSn/z9JGZQx2EmEegbIhDx9/ymQzwH59H3WpFhTArC15uTcSjvosq9eKT1LLViyNCVLE9IkJk1isjQmTRPyLCPPUvI8hRmguRnliTnYzQ6srKSIYyZJjM1P86TzKzRf2Z8+U04NBnsCsJmY5xFndC9hccKSqrTsBJPlCs4KQyHzE2CfT2ZZkXPtxV/i+ttf5x//Z/+cq0vruMJSb1e4cukib736GlrlFGR095/wwbf/hJ9+98/46c1PuH/7DkrXeeONr+FHIVoK+lPD0TTBU+V3LqzB2LINN2yFnL+yzrVLS2w/ekw3GfJkesjgOMYZiQzKItv2vcc8edzFiRqmKO1wUpNzNBwRAztPjpkcGb706qtfBJlfvOQPFq4RuD7rl1YQ3hhfLzNJFHkBu2aM52narRa1pfOgC8hbyMNjSASeAmvK1ZKzYH3o9zTL9QC1skrhjSlMTGcxoZZbws4SRZJTqUDuHI9HimQ6of/kDq1aSLi4gVEe4/0tvLBCKA37gympCellHq2KIHCadh1yJ8lNjAkivLRgOi0IhMEXAhV4NPDIPAsVwUo9YjoZ06hKapUqppczcAVepJCpwQpH1GwyGQ9BWxJbUPdCZMsj6U6xVc1icxFVJLSExklLo9IkWPGpygoX37zOoHfE05uf8uTuNgvVNpe/9hX+9MffI9ceV77xyzzp5ZhWg7Ah2buzy/KVTXqPnuK1FHlP4jUXGR4e4K9VyEYpQb1BGqeEq3WGuwOmztHdeoRarFF0E9avrVKMM7wwJB3FeGs+46Mx9cUagirBQh1pPGqNCJsNCOtVKrUQ4ysaQQ0pfAIR8vTgKefeeZWb/bu8/NWXuPPxI6782le59Uff5/W/8w0++dGPePH117l9bx/v0ovcvLfN+Mol3j/OeRTUCBaucvPuX3D10jd5fP8DLr76Kh/9+Z/yyjd+lVvf/5xWo4YbHRNGU4TzyZxg++59PA/0Bz2qV16hLyRuErM83mU0OOQ4zmg1W2id8OKrX4alV1moVende5dkMi1zYNUqhXGoeUvsDBnnkngO0DPQc85R8eeVfEE10CcR6Xz5ehYvnysBzfKpc/GQEozEKYCfFGnK/CjMxU/nQiqOs7ubg5gxBmMNaR6gznRZSSlLet8ZXydg9lzZdJCnWcn1ZOZwgDuZXByOFMP+6JDjxLHaarLQqJfnKzjL6DpLEjgpoJ1U/s+kTECAl1Ng8ZTDqoI4y0nTnHR0iNaCVvsingnK/SsLQUqewLW1iyBEWQ8xE8ZJl2fxhFFvwhtvfpn7t2/we7/9/4BKlaSfcOfm93njwjKLNcFbv/wNnm3dIFxqMh5MOByNCXxB4TKscHhKk9qCa4uLNAUUvR1aUcBu1gen8bSi3qlDXHCUjHnppXUWGjUOhymR88B39JOUuojwjKET+tgc7t55/NcH1MgkJLlkbydn5UJIZgfs7u2z0K7SrnfYO3pMvdFhyS0Thcso63g9THDKElUFpoDjg4JKzTFJFe21BYJGALJFp73JaHRMsRKixkPIp+QHx+TBCkfOZ2v7KQcPnpQCvsaxf+c22pNl62hRkOgKucnQUR28gOM0xq81Ochziv4OXqOFTEP8PEZVJUXq8CKN5wmOCoOuetSxjNIRQaapLXV4UoxwGJbX1sn6XYSNEVZhAqhHNdYvrDPtTVis1piOC0b+mCj0mCYFNV2lffkF+vuPeP1Xfg2Rj/HrNeL+FEtBujvi0tvf4tmzu/zZX/4FF8+vcOHlF+nuPOOD+9u8cOkCew/vEbYCbC1g+GyP5Ysb9A73Wbl6gd6DXS6/dI3Dm4+oXVhk99EhKxcXiB8P6Wy0GGx3OX9liYP7h7Rff4GnH91k+Z032b95g4tvvsP2+59y7vU3uP3TD7j45pfYuveA9Te+xp07n7Fw/Tyf3Buy/NKbfPBsH/3iZbZGjuG5dW7deYa8sMyHo5CjygLHt3dI6hXu78Y8MgG1OOPDwy6vXH+Nz35wl/Nfeofbn37KhZde5qNPPiFavsT43m0uVn12trYIg5An7/+YmufR0ZZ4ocJCp8Lj7S5VkZMVHlWXM9i+z5PRMdV2k3iQYRYq1GqLrF1u4ocBTx/cAyQXFhoo6RFceYmnn7xLtdWcOZWe4tlcqq4kXJQRmbGlDoE4A4pz8J0T8ecAN49Mn6vaA88nEU+ftvYUOE8w09lZ7/uMqHSmA2quGTpPTbjZa5L0tIjmHMYUGPNXVJmLHM/zwYFPiMsLjC9OItt5IU1QukwsdpZZdG4GuOV5znOkJ8cTnHZqufI6FKIgdP7JYS2l0AmZj8KClzM4usfBKEFV1qh6C0TVCJsLClkgfItCYKczzyc1QSqDKEKi+hLRQptkWjCaPuPT25/z5NMPWN/YYP/Tj/jk8QHXr67T2rjI8sXLrNYX8CsV3v7lv8e73/4zvOMhXqioJAGjOJ9F6ZDYkK+//U0qfkL73ENqpsr9OwcoJSmyhFonYGJS9o/HPH3axxdl80Mhc6pewO6zPouVkPX1Jrs7Y6b8B1T5tYamXix/bFclnmzT3U+RrkatFbJe3aBa3aS/lzDYfcB0DPmM7I6SKKB56QKXLq3TLzwaUQ3pDOlgi6x3yPhoxKifk/TGTJRi4vlcOt4jbC/z+ltfYnlxhSIek5mMn/37P6K7s8N0PKYSBvR3n9CoNRkPjgiby+AMReqDc6jmGoXJEa4gR+CpKqLuIyKfZNwnTxK0rHPsBI4K+CAnGucquNDxdKyo1ddoLgT4lQZ/+1ffZtR7yFJzEekKksMR4WKHUTxhcLDPxatvs3PnZ5x/5SViu4YcTPAadZL+BOMMsrmO12zxwf3H3NoaUkwKDg/6PLl7n/3pgAW1wHYMSSZprb3A/tMDFpbOk0XLDLMdwkBz0B2ysvrr3PnxHV775tt89NG/4Wvf+AYffPTn/NI3v8LDG39OZ+kNtm4/xbQ3+MTe4/XWBT4Z3uYrlXVuFQ/IXJXbTpH7EZ+NCr5RW+Z+VkFVLvLRwff5pdfe5v2PbvLyV97m3ocf8uXf+E3e/fNvc+0bX+XhT37EhVde5+ZHH3LpjTf58cc3ufjSdf7yZ5+weu1FPvzxeyyvrzPaPcBmMSjB4LjL2sWLfPr9T+lEVUbjMW2dESlBpxbQq1vaeEglWF5exFtvMsqhO5pSqUlqjSVwGS+8/QZaGkR1menux2i7QDYc06xtICgdS4PKKv/+Dz7gP/+v/qvyZncz7vAc2H5uE5QpJ0+J02X8PEo8U3858WY6qWCfRqenXZZnqkLPFb7OZjDFSb5ROEo5wDObdfP8mzhZd8/9peZRLswnCYeUM13X2VfL8wyL5O7xHmY85PqVS5g8w81sXJT2Zm3LMztzKWff9bRE5dzzoCoppQCdAOXErPd/zk0VCCkoZIYwZQtAVhj6iaVwHheXWqRZynR6zPHTLSrNFrXOKmhNI2iwe3RAW1SpVT2EcIzjlIMn+3zyl3/By6+/xXvf/rc8zTy+/LXXOX94THwwIJMtBnicv/AiR3vbaJnz8IO/ZGV1jc9uf046MeSFQ2lJLfCo1ELG1pEUcOP7P2E/KzB5ggbWLl0liFJGR11eeuMNbn78Gbk1FEKwsdjiystv83T/AWJqGQxTElVFeROmg+SLIPOLAXXhwiVcsILo3WM4Udx+lPPl118nn1Y56o1QRY1sYMgw5UBRkvqlKyy0W9w92CM8OKK2uMm+rZE8vsnh8T5hBNqzOCfI84B8UjpsRrZA49A1QbVdI6/Wqb/0IrhyefbqG1/i1kcfYkdDdvb2eHTzJuPuIWiBLXK8wCPpH4CUeJ7GWXBCIpQmT44IGouYPAM0Muic9EAX0zHSryBcShDWaHXapPGIX//WN2gGHkEUYca7hLpNd+wIhIdX3+DZeIj1l6lfWefR8TYrV98gj2OS3FBvLLHf20ckYNoLPOumfPzwDts/+RHJ8ZCoannjl36J208O2L57m6999ZcQ+9u06z7D8QG9qcRf6fBwe4ewdZXk2GfSXuWnj3dJL73CXiZRa9cY2ybi3CpbxzHJ+UvcuH2H5Nx1bj58RhyE3Lp9m7we8vjJEaqzwP37j5CdRe58fpOw1eTWx5/it5vcuvk59VaDh1tb1Gt1ut0jFpfX2X/yCOoN+rvH5F7IeJDgbCmGbST0Bsfo0GcyGWF7XVSzyt7DT+lsXuHOn/97dFhl69t/ShTVcEc9Ni6uMiHg+OE9qiriensNpUL28xyrJQ0JzaDKy9dW2e7FXNwM8DyoLK8SLlyhHdX5vR99h80XL3Lh4hUWVlfLIsoMVIrcMmMbnTx3GmGeLr/noeB82X/Sx+5OizgllM5zmidPnWROHac50TPOUGe6lU6fOz2TU2i3TtCod5hMB2R5ySKYt0lLdZpmEMyq/cZQ6riWxagTFoE4rfwrIdhoL0KzgRAOZ2cNCSeVaVH+PeueKptWSrFs5WaqVU5geF5ZSjqBf0aK8LQ/H5y0GJdiscRZjJZ1zm92kMYjjSfs3vkIpWK6ScHB4y06qyvY5jLD4z08/woCRUNr8njAszs/5IMP32V4fMB7H37O3/xP/gnXX/0yL55/mfXPP0UhqK9f4OjmPez0iHNL5/jpx/fZG94F55gkOZVIEUpFZyFCSo/QSzkc7PPoYI+93pgCg+8kw1GX0bMuwgkOjm8yLTJCKYlCn6DhkcSWvccjak2fameFV1/a4GFueHLc/SLI/GJArUTLNNbPczh5yiA2bCwvMz5WjJTHsFWHLMMIQTMviyciiGg1LO2OZk22eHJwwO6H73HQrBKMUmqZQWlBdaHKWJ0naK/S1B4Pb32KSIes+JZo8zx5dYP5MHECjLNoP+S1r34TnOM1a8mzlGe37/LH//JfMNnbopAKQ6nUPsUReZrMlOZ4fq1BOjzGzXiGUa0JQYTNDaZI0WGBFwR07IB/9A//BjvPtiiOH6OWlth78oCNc0t4yueoP6C9egE5TdCqwzQ5onvYp91eIk+mDAdHVM9d4dmwC6pCczkkTXLufPQhn7/7HfzYEvoKNVXcevfHbH7jV+jducF7//7PaDTqXH/jNeh1CaTH4EGPXhay1uywtb3HpZevsfXpDRY31/nku9+hs3mBH/7JH7L56qt8/JMPePkrX+PDd7/Na994hY9/+H1eeeeb3Pz4J5y79iJ3P3qPjYuXuHv7DudfeJntxw9on7vC42d3WX/xGofbT1l5+UW2P/+YxfMbHN7b5tK5Re689xEvvPQSu7c/p7Pa4XDrNvV2i96Nn+GhGX7wlJV2xP7TBwQqpL81oq4t0wefsITAVmDsd/AnfVhbYBo2cELzyuU1pqMYVdXUqqv0k5hLm8vU/Rr1lU0QOfXRTzk68gg0VBsRFb+CQHFva8zH7/1rvvT2i7yqFAWg5Kx67Qvy8R5w4QQ4TwJL8TwYSFG6fBrrnsPaGcbOVJRmS+WfI8HPAXPuBzVPL6izVqszsPVmz+XGnhj5aSkonOHjR1uca9XAlRNAYUoVMF9ILPPzceRFPsv7ulmO1VFKB5zK4s0ZAJoCqQV5lqF0mRsu6VwGzw+w1s40IUrp9BP9U1GqZs1pUnY+ucy6s9KZFGEpqiJPWlddIhnHfQaTPoudRVwQMBrnBJUQCkOmI0x/l/7xkJWXX6ZSqVGtNuiIkKP9HosvtimsYX9/jz/9nT/i6eExz/YO2XjxGs1IU/R2WbrwKm8vLPLxd/+EOz/6E8b7Xbp2yvh4ShA10AdHpKIsagsBdd9n/3jI4noLjo94/9lfsHs0gAKkL2hGIUm/T14UxNMMJRRCQioMWuZMRQZmwFqnzmgy5eD4CfvVgH4WgAj/+oD6bDhmZB4TXnqb84M9plt3iMeWbjMiExJfClpJQqWhaF05R6KWSA/v0lUpNo4RWjMUApFD5Gs6ywHh+nniyhqFsXzy8C4r7QXWL50HXQUhKYQ8bas7Uds5uS1woswDBVGFhXNrRJ6HEwppJVqVkUecF3gCtFRo4UimQ5yUaFNqVE6ng9KZMXdkUmCdRUrFSEr+6//6AQ0pybOctUsXGHcHyECxdG4NN8nJ9Q+5srHJ8c4e9abP2sVX+PjDn3H9S69hooj9W7dQIufejYc82tpmMuwx6I0IEfihxvqKvpUkoynZj/6Cw/6AaZzhIslPf/Ijqn6I0QXe6kU8M2Z8KyGLJxwc1hkPDhFVn/4oJjCl7kAyHZPlgq17Dylsjd6Tx3jWsXewA87DHT5B5CnZs/tEQhDvP6Xh5bQGeyQ2QT+8x0o+xD24xbKNYecBapozvLdPJct49v4HBEoyHu1hxile1cdXGpMWZErx7CCmpqFSs4xGMbEfUC08Vs9VeZz5EHhUVMj6kkfqFC4IUTIiTwyN2gpL5+qsr36VPE7ZvrfNwaNvc/3iEvJon/q1N/nOd97lf7b5ZgkZxtAMPAbJmMP9A4wrcM4vG9ekwApI4+PngPNslDgHPkdpeHdaVOIkdLSz0POEk3+mv//sAv7sNn+vse5M7rZ8d1bYk2h2/lnrHNZC3fee+7yWJSAk+fNFp/lWGHfyPdLcEXgSh0ZgmFeV1Oy4asYQEFJiinwWpbpZg4IpebkICpmjlXdSlCpESTOypkBpPSumnQq7ZKIoc7GzqDYxOXFyRD46oltMMMWY2IYkRcrezj5Pd27Tam1Qb0ns6CETb4Wn2x+hq2tsXvoycTxGy5BqXXH99dfY/ovvE4Uhz+49IPn130LpFuPeEzxVoXdwmz/54x8Ru9KRt9Lq8KVXL7O7s4XMBcI4pqZguSaxmcGOpqS55mB/RFEUpaVNDolvMM6QFRmVMMTkDqtyKqHCl5rJXkxtVWMaNW5t7+IKx6PDJ6SFwzO/OLme3b4QUJevvTRbHglUZwMpFY1xwquTPbAZrrVM0G4iPZ887JTWXdV3MMk+MoxYbUDV9inCRVARUkAhSi6arx2vX75eHkjKM8TlX8z9n93Emf8H1SrV1TZH/TGtRognQorxgMI5PKkIBQzSGKMVVQf9IkUHHi3pkdgci6PmBFpqHAJTGNRoTCEUiSl4dONW2RGjFAdPnuIKh3KSm8XHJX1KeFjvQ0xe8L3v/gDtVTHZhCwtkIXBkwLlFA3tIauK/XiKoobIE0SSkWhFtamRCpJpyiQr6ImMxbrH1r1b+NqjMB65NWR2iq8V/s5dquM+3Bgghn2yj8csSst0v4s/zhje6VIXKUc/O0bVAw7iMaqQTI4h8GA62iFqVTBHOzSmBcNIMXYpojvlYhAwSAzSKAY6pK0ydLvBkaigPFixA8BRbdSRIiPuNElUg9pkD10JWXn1BUZWUB8NaTQkb3k+LuoQD3psNqcUskaW1JCbFZ69e7O0LV66xGAQ8yf/4v/Ogyc7/MY33yL48q+jVhSP7tygt/3kF4aBAFxSIKwAOZMBFRKXOtLCnr5nPlJmE/MvpAFmr/3C2DuTGjibDT37WJ5JNcw/4mtZLsedIwrrOFcwiaenEbAtoz6pJBpohAFnC/Z2jvYnnC/xC99hDvZiFmFrWZyewMmt4TAmx5hi5plVgmrZfTX7rnamLwHgOYSUJ+r9QohZznWWd5gv9meKWdYalJypVDnB3kRC75A4mzIcTBHTY3aPh0RBnZVWi1F/zPZgDGLCuTermMxjZeU8WTKi3+2hPU3v4c/48te/QV/UUOmYh0eH5Epx49YdVjbbHD1+xEi1MdKRpTmb5xY4OhgyOHxMPfLR2jItMlwh6U9TisKRTyWjaTpztnVopTDW4mnBaJrhhRGX1s5zb/shbT+k4vusLC5xPOry+e1tzq+3ELkgkwUHRxMqgebc9dVfBKUz2xd3Skl5miOSilp7A9d2+O4Si9WIvUmMFfJk2VEurRRFtI4nwMNhXaskiJwMDncyg+sz/c7zZP1zlL6TBPhspJyxUhAIqr5PJBW1esjCi5vkcUCUaOpZA6XH+NmYBSISrWCa0RlXGCmNmsb40qc3jKmFghyBLyVpbgiFAANxkhBoH89JJlmKEaoURAkkmSttUYRzyLwAC9aziGRA4CQeDh36eJ4iLwqmuSGdFmgnCUYJ1YpPM/RZadfZn0xo1iN0XDCRHVIk0zhGpccMpjmu1S6J0Ls7hFozafikcYY0h1QsxEVGbhLIHPXCkScG0bBcqlTYswGxtlTCEN9OME2PJA0onCTzhmycr7Hj16hSw2WQqymqUicQAVWbsSFWGBpLvb7I2Fqm7YRi9waVhQ5WN7jUlmSNNYLMA9dHpNBRClePOEoKwmKK6++yd5CjV0JkvcKomLAgc1pqygfvvsvfuXyJZzdvMRn0qACBF1FbWeLG735Ou95GOIedK8JzOlZcUmpnoktgUwJ8X/EL8eNJIejn0O+MwMj89RNgnT8+WSGBpxVKKdIsRwiHlmJmmlfu0lhHYUp30cRY9g8+o1rrEEWN5wBSiNOl/fz8mFX/reMkgHmurDU/1zNpDCibZQzuRLBnfnecbRE1VmBdQRmd2jIfO/t37q2Vz4wNpZT4QXTm0p0KvZxKtpQ820LkTMYxeT6lExq20oyqSRh3Cx7ev8V0FCMyaHeW6axfoPViB39ywPTgDtPJiEYjJIy+TGthk+4oxup1euOU9QurcHSL4PJbfOvLbzGYxGhr0EDoB1y4cJHe4R6erynImUxSXn7pAhNGPHzcIx/GOCuIRMj+aIozDoeiEgTkLkdpSc9MsE4Qeh4JBQsrLSb9Mdk0JxqPmEymZAacVBSuQBho+BoXVfAb9V8EyjPbFwLq2bT6aXHT8dHnH7NmLbVzFwk6i899ghn94jlm9XyGOxkw84lvpjp+NgN/5lgnlJM5lp5N8TvHez/7kKeP95DDCeLxPsY4Xvnml7jyjX/AYNDle//+D3n26D5CV/n629/g8PZNvHBCOizQQ4MtNCvNBtYziJrAuSZWaFxuqI4DHKCA+sye1xkH2kIsqUmPrHDISFMMM0aDlLr18CJBls/I2pmjEgZMhKWtPSpKk7gcz9cMxxmmGFBZ0ayvNpnuFRRhB5WleLUqjZrGBpJuIpgUkkYUsRL63LcBXr1BljuWghFpvcpYrxGEBaI3xIwHXLl8jsd3dmhcv8oSKaOpZcW3HFUbtDIHUUDHJESiT4VFIpVT8evU6h7DXHIwSVkXkFUqVIoML084ivvUSXkk4fxah+PukGnu05wOGCQ+H3ywTdK9R5IXOFfyKBerFZI8ZW8w4nB9iW/9uqBTDamFS3i+oqECSHpsfe89hIUART4eMH76mMHTA9bfXCN0EsdpGCdEqTY/wx2kLPOhWjs8X5ZR4AygyrFzBiTnO5i9Ngerkod5Jg6ef+bMZydpRr0SoJWgMGVQYOeFHUrn0JMh7xwi7DA1CpkX+FIyL3fNg9Ay43CmCHZazXo+5zt7TUtx0q2llECKMs97istnUhMneWCJkAJrxAmVy8waGOzZ0Pjk3i5bbU2Rlw0FgO8Fp2A6u+amKHi4dZtmc5G97fs0aiFRsMj46AiYkNg69XaF3vERB8MdNq9c4NGN9ygSixCOL3/z6yjRYnx0nzxewg/qNK+9Su1wi4efvcfP7t/htW9dgPiYc0tr3P34Jk/u3mB8sIOYDHCeYGenhzOCrb0niChHCY9/8I//Cd/7nf+BZ70BiSnb5FECKRwKSIylsIa6jvDCkgZ2eHREYgZ89c1XePP6ZW7f2SbeTahKw9FRnwDFxOQM0oRAGt68uskXbV8IqOXgYEZWLq+6QHD9pdcQ1iLU2Uar0y7jsz/A6aunEcC8p9qdfc9Z3t8viPGeGSXzYhWO17/0Ng+++z2y4glLGwtceedvU13fRNWbNKs1htOcZw93WFnMefvv/CN+GlVJ3v02K2sN7o57RCoAC7JQQIXh0ZB+YtGNJn7QRCrBgswJdYiyGc6OqDZ9snGBNZqtyRSNJNA+SxsrYALCeEBqBLlXQ9gx4dRQDysoJ1CJw+QSs3aVcNyloVM8J4j8OvWWIm4uk0cRJs2odjNi57P+xis0pUYebVPXEt9UkJ7H2PdoJg9Y1ZpeuIn0Q6bZgK0ffoAVEUe+z/XFFktJjyPPsd7sUBiDO36MMW2yeMwozoiLpzhr6XsHjIZ90mFGMjjCGMPX37jGhdfWmIoaMjUsR5KeUmRHByy0W0jt8+DhbQ6O+xzsDlgIS7NDC3jG4TvwwpCDUYrI4cN37zCKc669chW/2uB8rcLk8WOkA6FAeDBRFlVTZDWfwFcIZ7FZHy0dCEe1JZEzYJnzSh1grcC2FrHdM7SWMyA6XyHB2bF0Zpz/VWN/tg9HmZcf9lIWKxFKirJrbTYezx7PAb5StKv159IJJ6+fiTDP5mTPAqs4fTj/WKmhoeSJQLRSEmvdST52XhCTUuKQICTG5DhTMIxTPKUItCIpCkJPlwyHM4yH8jil1qsQpROs9rzyvjRuxkAoT3TQ3aazssLx9qdUPENn7UUOj28xocenH/yI/kjy8tULdDqr4Eu+88MfsLrUoqYVvt/kyfYWS62CesuRmwJP59hah2y6w+On2/SeHDO8fZNbUYMXv1WjmA442H1I7+kRWZ5S05Kw3WZ3v4f2JGHFZzFqcfxwG69apft0B9/TBFpRFI5GFGC1wiWQ5jngqNYj1ttrTAZDnvYnxLrF3e0e2/v71MMqo35Of2gxBorC0qq3WVmu8PTh8K8YKafbFwOqK4HQGQNSIXCoYoSf9cnDVZi5Kc6XBicGYGd/JGZL+efAc/a/s5HoWbDlLH7OlXLOAK4rfca1UKQ2JzEZxkRcfuttUjNzaZSKShCVOScMqTG8+cu/wbTXZfLkE7LjlKXlOosNn8f9CSpP2TnoMRjF8HQPoQRY2NICoRQYhwRevrCC70uUNVxba9JPC9LDCZek4EjmeF6ETSxISdVvUNkQFKrOIK+QxpbAFzQix7Rznl7S55w/QFc2ebD9mC9fazIyHoSK6mqVabxObiHKUkR9lV6SItKEsOizN9AoF0KrAZMh09GIgAGFlDQ1fPWFJSp5j11TENaXmMQ9fvrdH3Owc4AKwjLqs5Y8tyityq4iUUbVEkdmLT/96BZPDvaQUnNx4wIX3rlC89Exo6MBL7x4nn/3B+9yf2sXk2c0/YiorlFA6gy5dEhP0Kh7qCPwPYXLQTrJzr1tBtOYS9/6Url0x4EBz0jU9jEPv/8dGI6o1jwcjlH3CVvv79C+8AZpXFKM9InJXpl71ErgZsvZstPpdLk+h7yzAHaynQHas5YjJzufAVw9mBPaz/bLz/Y1f99sWf5cLvZkV3Ny/Zl9w8lS/uyS/uS2OLPIs9aR2bIQNb9lpACLQKlZwY15jrXU4pVSMIpjxr3HdJYuU+Qpo93PKToXabVWmHduPW+rXV5XqeTs+5R8U4vFZZY4T3jy8BHewirSNVBeytaDm4z2b9JYvsrebk7gCe7c3uLqxU0eHOdoz9KMqiS9AQPvCegGHjn3Hk45//o61WiCmUwYjwXNWgevtkd/uo+QI5LMQhCxs3vIMB+RYQg8n8VahdFoirGWBzeecbfYAXmD3BUgITNF6asmAibGsLBYYbwfoz3FtMho6Qi/NmXr6RG2gLsffYTNoLLoc6G+wMtff4MX33qFP/lX/46ffPgBIgh5+fVXeP+n7/NF2xcDqoDhqM/+zd/npZd/CRsnBMUB1owQug6tV3DR8s8tT84MtJOB9dwcDHNOyckaf/7o7Pvm6YOzhg/uZH++1Gx0WpxvtvnRzVssjWOMe+5Wmc3agtxZZDFFRk26k4Stu/sEVjP1NLtpwe3t45n/uCjzC87hZqTwogDIoZzY2O2PaC1XCROoxQGT3TGhUCRTy1gKfKk52D1i+1m3zLEFCuckEkWgBO+8vonOI8KowjjrUWt3mB6P6DQF09EDjs0ycTGlOZS899O/5PgoprAFEkWa5xS5wZOG3BiqfkDrN75JPzGsthsoL2S1Inl06zHXv3IdJero3j73b3yIX2SMun1ya5GumF1RUU6WSqAtWCHJKAsOrkjoTVPyh0cYDI8f79Pd28FmBSu+4rf/u2/T7w5QucU4gZSa0EmUr8kKh9LlhHk8TPC0Igo9hITYGhqNkPFgSk0FuMKidNkSKhUI6dh7uE02nlDkPbSSNKs1vGqDo4efsf/oKYWws7O3KFlqPyAtgcpmKyFOl/azf8WZcO/n86PPbWcLQmdyrHKed+WUCcDPA+iZ5+Z50f+xY50o2Z857s8/p+R8wjg9rWImPXkShLjS3M9Yi1CV0mba5MRpgnIpVkS4yirjrGCy94DJMGGjnp5cHqVnFtrSw5ii5MFKyTQrqIUKY0tAFSJnGA949Pn7jIdD/N4z/E6LkYmYHN0g9DRPP/4hxXhE0Yko+jGVnT4Xlps82kp5XBlxfX2NRpZSqQT49QVa3oCGP+HOjY958Y13cL0jEjtlfXWB9fYCo8ljHr//B4zTmKX1Fbo3uvSSjHYAe7t9JkmGtaWUZkpObnO00IQqIMtzjDEUXoYWAcf7I6TT5DbHcx4NL6R7OCKbWpwQdI9HNMKAiysrGDOlf7zDa2/+rzDdAe//7EOmvS6PH2yxvtH+xTFzZvviopRzqOPbrEc+7uhTDo6eEYYRBT2kkSwFLbKgDdLjdCk+S6afwcZTBfI5SIr5mGWeQ58/ELOZ9qxD4klYeiJV5hDJIfuHXQph0EKRJIbczDQkZweuhh5KKywCqTyO9ncYHR1yNJyyWWnwZPsIGfkUzqCFLXmF85GrRCkkPQP/+aH3joYc9Ed4UtM+v0xghnSWIpJqk3sf3STNctzMbKwQIHJLuQITGOHYfnbIUqfBUhoz2R2y3bUE9pBXXl4nyZt4KmF82ONhb8rW1iESKLAooco+baVBSyyS0XTK7/3Jd8mNY6nd4m//xjt06msMj54hoya3Hxzyo+99Hy0hEArjHFJL9KzyixDkeVmg0L6HVBKTJjPvJomwBq1LMzdZWMaHY3Qg0UEFv3A4ofA9SZYbpLNoKxgXJdhpXyK1oBqG+L2EUGh0KIjzAjPNwQhcZgFDtFBhwRiG0wRPR7zy936dj3/7d9EyREl4/LOPSFNL69IKgReCSZjEE3YevIcLlljbPI8KllhthGVTx2xsWU5bS0+Xt/NJ/Plc6knR9AzwzSv5p2OX02jy5/KspwP67J9nQPXMPtzPF8Xm98PsPfPnzzRClUNSztto5+m38jsePv4InKG6/BqB780KTQn9nffRi68yMj4iGyDTPYrRM/BenjUKlLnV7jimVY2Q2Bm/1hInKUkGdb/MYR/u3CMPVkhGfRRjKue+hqz47Pzgj5mkfeJBSqxbfP3Xf4kf/OBdrr7yGia23Hz0mFFS8K3mOsl4yjQbEy622H22RyUIeHjzJqtr68SH26hAEoWK3YcjxOIyaerw7JC//PHH7B0cInJLGlu6LkM7QcXXRFUfVTi2DqYUhUEGGqFm96yFPDVYm+KHEuk0ntQIKdjvDbm2sUzWVjzrdXHOETQaDCeK0eiQpzs9/uC/+7/hOZ9aNWAYT9jd3SHqNL4IMr8YUEeTIXtbP2N1QbF9eJetWz2mseGtt6+y0Kgh4z1k/QpW6uci0rP50pOoEnFi+TB/4zxfemY4Pb+EOn3ImTAWgFhEYKGwFucsw/EIXeToMCQ3FjcellJ9ovSH+vPf/z0WLr7Ao7sPcHmZFtDK0l6qM+x1TwobcTFL8M9BfJavFUrg8tlfTpHlhvd+doe1SoXBk4zDB3tM0gkU4MuyaGALcFiELrmuzknuPzri4VaXq5eXWV1bov/giPVKhUq7g4oE3//9d3mwe4BNLU4JAj+YFS/mObJyuVs4C0ozneZ4nqTf7/L7v/9Dluo1rkYV/vi//zMOplPSvCCqhHhS4/uSJDdITxJpjbWOVJWWvkIJfCFJRVn0wVg8T6CkxFpTZs+lQHol0HiBRMTlNdEIQq9MGwSU+yusRjtFc2EBtTNCuHJJbzJHaiwFjsw56gsRlV2Fq1QYDlOcgPf/8iPsJD2p3qiKzzDtsvvBTfqDMVo5xnFM1LrEOMm4f+c9RKao2oJGEJSfOxln5W/hhDjT2XRqZTMn5wuYcTPPdFm5M0Pur4hmz6YKzoLiL/Kon9/H2XTAz6/dzuZQz95TvidPmAEl+6ksgmkFnvbZ3z9m2v8eYSUkC5YInGWYVuHuT6gvrVIsvEzurZPxuGwUcJLclHzMwhiSLMPXEotAK4GvJGZ6yO7uFKUynt7+jEQ8QJqU1dU2o517rL3wEhvnWhhX5c7DISq17HUTrl6+gtYaURlx+doqQq/w4ttf5cFn36VdqyHTAZdefolqtcXj2+8xHR3xZO+Y3e4BB88OiZOUu48f8WhbcPmFa2TTmHiUE2dllV7kglwZTC6Y9Kc4LJ5WsyYNhzVlCslZi3UOqVzpoeYytCxBNcvg83v7ZWHPgtaaZDTm3rBPWPMQmePf//638XxNdzRhebGNDiTj3uAXxsHZ7Yur/L0+Lg/Y3z/GSjCZz+qKJolHxL6jKLao+W1ovIj1Wye/vnCnyuAlQJ7pNilH3Hw1fxKFnq07PecAOXvY8X2a1QajoqA7HmAIZ4OqBJv+4RE3fviXuMmYqe9TFCnKUwhh8bRmdWWN5kKHQENCaceiC0VqAkCVau0KfE+QZszuqln+VgtIOQF+MdOQNEV57DTPidMMZ0EYUL5EWos1DqvKfJR1DoryHjPCcv/xAdNxQUd6CAc/+/AmT49G9LtTrJFoZbFCoYzDkyWY5c7hIfB8hczNSWFEinICk66gyHJUReB7AiFn4KEUlUAjU5hYV4pLi7LI4fslHawpPayCyAWIvFx+G0ArXTYWO/CtAFMuSv1AESAohEXKcsKpBaXCj/YV03FpC2LSUuAD5zCZLUEZQRDOJmFPUFGa+mqFw+4IvRzx+re+ysMHD7Cjks7TaTZZuHCOhw8es9OdkI8LrLM8+fh9pjZl48pFoppl4Ze+jjkangDiHJjKSOz5dNAJ53O2lVzWMrJWUjKd5s+D3RlwPIkRf+652ZB9PhKd/X1WQvA0xjzd93MUrtnTnhaz9tFfBHPrYDAZU4yekA53kWaEMynTkaQoFqGzRLVpiNNjdu8dUul9QrNpwIxguktX+uRFSlBp04gCxpMhvSxmcLhD2OxQFSnWwkRHFDsfk2U+K+fPs/foPcb9EVFUpf/4JlI6skRAMcXGAt2uEiHYOdolExO63YLWomVjd5ulC9d58vEPWVw5x42Pvo8nW6y12jSay4SNRQ5/vIu/VuHyygZxekT/YMRnt26z380AQ+ArnBMzb7CyOJnaHF9pqpFP6PmkxpLnOZGvsamdUTEFgQpIipjSBtwyzgpEUa40CmeoKE0z8kmM5ML6JjYoWGlucHg84tHuIVZmGFHDX1z7hd/i7PaFeqji6H0mjUv0xwnGFiRJxsHehMk0ZpzEHA96HO9+SHD8PrIYw3wVdXZlNY8s51X7kxh29vr8wZkBfnasO0rQ/OTxQ35y+1OOtu8jTHEStRpKbcvBaMjTg0PCa5d49foVFpc2CHWAchAnMQfPtrh78xOELv1ybOHKjpBkhBOWebuzUrOVoV9yZOcdJfhnI+TysbGWQoASEqxFiPLDQkikLIsFWGY51JmwhC2fs8YxGo4oyvIQjx4eMDgeIgHrirKCTZnfVL6HDhTK85GexBcSV0CAROh56yUooU5MBatG0Qx9lIJGpLGpIwgUni+poalbTWgkipKDayRYdZoP9L2y6KdFWQQpOcOCInMwcXhOoqTGD1UZEBqHtgISSTIqSlaDEWS9MViLVhrlKQyWcCmg2SgdXMMoYHNjnUQ63rh8jgDFq29/nXptEU+Vo2DYHbD/ZA9VddQXKhSZ4fqFFRBdgoqj4luSWDA8PsCahGlSFivmVABzNuQ8O9zmVIEZQKV5xt1bN+n2x5zFMMfpMp0znyn3c2bWd+45PuvJgU4Krqc0KXHm/Wej2LOvOweepzD5uExhOMiK8vtY6yiswEy7QA2B4+CZobuXcHTnFgdPt4jjAfv7TxgODnHpM0aHj6iFdSSQT/YZpyn9/h7OOXxp6d7+KTodoCdP6G7fYzg4Qk12GR6N0DLDTJ/gcsHRnsOrrKF0jcFwwnHvMSvnljn/ymWuXDzP/5e0/2ySZEvvPLHfOa7dQ0ekzqyqLF11Vd/bjW50A43GCNvF2OyOLZdma7tGM5qRth+Mr0gzkkvuzhDDQQMYDNBooNXVqnSlFqGl63MOX3hW3bq9mF4j4G8yMkN5Rhx/ziP+wq5t0Nm5zVt3P6DTbbHfMWzv1vH0Bes7PkFU8Pu//y/Z3lwnaPa4eNFn9OIl00FCmNi89fZDtmpNVsuE5UrwL/7Vv8KRDlmhaPsuUlaKUKFv0woCpJCU2lBoTV7m2LbF7vo6f/jD79GoBWityEyKsA3SWCRJXg0vBQipiRwX13dJRIHruWidIlc2k7M+jz7/CqMUKtPkxpANR/yu43dmqHE+5tbaJo9OM44OY/bvNMiKjFIXlLmhsGM85XJ8dESn/T2E8+bauAJPvV4wb5TPr8qaNwCnr3jJVex9A/d29cxOq4tQikJ/2xeoCDtXO7jBSxaMn3zNXDl88vgJXatES4nQkobfJFCQJtnrYF3mJcU0hoLXmehrn3FxpZb+6vfi1c2rczZX/2El2lNlsVUU/NYhLImUBqM1wrrCKqrqQnyVQVbvJ/EcBzwDSTWhNcZgG4EtbELHIrFLfCNpuS5FmWOVVdZblYkSaUkcz7oqXyEwEqGqvpvT8kjLHEtWgT2qORgDM50jELR9FyNBFxV0pgooGi0Moe8ilMR2BbowSFMpsEtbUBSV/Jy0BcqqMj9jwHUlkbIoXm2kqaIVuqwaATUFy0xRGA2JwjICjhfMkwJno8bh539NmUwI69cREm59/0e8jOdcPj0ljU+wOh7r7Q633/8DlFAsJlOKeIiTZhRJAeUKyw++3YD81mj+VQorvv13JN12SKYUrq4sO14FzG+k7N4Ipv/QRfNbj/ntvui33vu3Aumb/VbbEqzyguXgEGt1gt97iyBqkJUarQ3J2ScIy2Y5fkaaLPFrPbZu73NxOmDz+hrHB18zmPRRuYVA8ezJMd31TTbXPJ5//jWxcNjobbJx7yHL2SXp8Dmr6RzXWTEvHJS/x06vxZd//2uKlULYfSw7wKCRTsnJ8ycIehSpwA7WmVzmtHddoqBLsfqcB7evMU80W5HHl08vKMu/pBv41NpNwsjn4MtHRGENx4LUXfDRr75is9XCa0UMjr9ia3uT8sNnxOmKpx/+Nb4tiZqNSqkrL1FGMUtLtup10kJhjMR3BY5tYSxNd7tDViywbIvA8cEYLEuSkleXqVVVmht7HVb9Fa4n+d67d5A6JGop4hiEXePl+TnzRcxwuERLi//qn/3RP/Stvz5+Z0CVzpL+y7/m+GzEertJaTIm45TOuk9hMtJY0XQt0kyjyzde7HUP9Jvm+bdKo9dB9tXOXtX/3+Sw3+4vCSGI/OCbVfwqrTUGN/CvSkqYzPvUd9qsljmeBGH5oKBIEj775d+RaE26SvGsKqhYospKPM9FqOxb/7uhwtkadAUrsQxGvXmOVdtApVVZYQurkmQz4FJNy4HKY15VF48R6lsXodavJCZeZYUWlludl5AC6+ocXW3IMUhZyahlpcYylWjMq03HkdVIWFxRMSNhk4jq3G1p4VkSx7IZCLBtge1IVFYxwR2unClF9dxKzf4KC3yVgSujq8CsK5C51+xgLTOKIq9EhwuwhSDstdDJEk+UTGYFu9d7WIMp2rPZur7J4vwU2fTJJzEYkJGD6WtUXiIM+Mrjxt0fEPp/QUIFVUoXU+7duc1mbY23d1tE1+6SPPuaiyePqG2vI9M59miBXhUEG9tsrm+TlYplUmBL+c36u8oQzRu/v4kCsC2LWmvvHyzv31zX/yAg/83bb7xXtbzFNz+vAuorHRV1RUSwZEWNfdV6gEpQZdSfsHntber1OrPLI9KiYDQ8wE4VlphRlCX98QJ/XrJ9rUtrvUn/6AWOcbmYjKj7azhGEZeGDSvAyC5hOCWeZEwuj/HsS0bjKbbpEDUzzi+GdDoNWMUMijqFTnEdRbnMeDIa0G6sU2946MLjfPI5QjRoaEG6jFETn7OnT3E2t3HdOpFTI0u+5J2HPcrcxfg1Do5PaM4jUA5azEmykHavxw//5L9GTEe4TsZwPOfjgzmmVaeZF5yfj6i3AiajGNsSSCGxhKQ0JblSlBTV3ERaSEdTioIXj16Q5oZFlqBKg+VKLEfiOw6F1jQ6Fpkq6HgeXr3kxv273H3wHtM85ejzz/ns6xd0d67x3nfeYjj4BdrSXNtco7/K+V3H7wyozw6O8U3Ig4ctPBmwWCzpdAJ217cZjC/JC81y6tAKr7+24P2m3r/qI30z43+16njlYPM6cL5ZTfNGIH29pN98+jfNAMQ3QxpjwTx1OevHLIZ9nj15QhRFCDRCKE5OLnEih6juUdNVaSykRNoSx5ZkiwzbfoXDU0hh4QQ2ZVlgSUmuitfTYik02pKvL9ZX/j82EiUrgQobCyWqHqPnVNCUtCx5JWb86rBMpd3u+JKivLoISxAuuNKuEhkDIRYxFpaURIFNrl2MLhEUrz8OR1pV+wEqMW4pkE6VsaZxhu1fXbhUjXstKtpiqQyua5GlCte2MI5BJhbISs5Nq4oWqfI3GEvpClsaHEciU4Fn20S+ha4pAt9jMVLUHYuascm1Yi300ZZh4+42i7MJgevyre3FAFIQezkHj75CeYYknSEQ5FlMnqeU6hK3U2PYX9Kqd7Fmx2RPXmCSEqRAdnyKckFoGzbW1pktYwbTVTXR5tsbdLXurlaYqDYOwbf5+Vd3fjt4mm8/4FUv9U3A/usq5/WKf+OxV++pr6qd4eSMer2HLjOMUbhendnskm57g8h1uH1rm9F8ynD6iHx+yvAyIVUzXOrkmSFWC0JvE6kcnj3+lOlYY9maNM8IjU++KkjLFXYz4MmTL9ke3SOsKTq9JkWWc3E8YzXrY8wKy7WYr2bUGwI9UsT9CWVu47ciLsYXrG+vUyR1Ls8vSESOLFPOTkbUW0263SalKrl5Y4PGzfc4+Pg3hDWLp8OU727e4c51n2WcUAs7tNZvMZ72sSybbgOWyzmBnKIdRZI5jFc2vk75r//Nv+b08WeMh3MOjs4w2rAsSxxpgxB4jkVBie9aV+zEitarjGRi8sr+mypr3d3eQZVLijwlDyS90OVyumQ2XlIPXUK3YD57xmpYcnJxju/Bzo7Nn/zLn/DlR18xLVL64wkb3Sm/6/idATVfQL1r0Wi4kNksHYOwNZP5EG00nXoLXQi8aIW5+Bh7814lhCLsbwZP4tVS+mZpiaueKuJNDN8bwr6vqupvt6eusrEqQ0jiFdlqhVotkYAwkvOvv2R49Jgs03iWQCQxRiuUBt+18GQVSF1hXTXGqiy0Evz9Johb1quNoHpjpTQS8zoAKKORWK8zlQoeo19fjBJBKF1KmVUlOa/45OLKW50KU31105UC17LQhaKu7NdBkavXdhwbLQy2K9GFwXYFTiHJUoPQ395y3rxtSVFBn+oOTl6dh+/aeI5dtQJdD9tXmDjF5BUXXscGN7BYxUnlAiotkIZVlqD1VUfDgBIOUoEjrArPaED6Du6yxF0LyeY55AbPsrAEWAiiRoAIDatnJY4tUVcjdiMFqmPjrHW588MPiNoh20HEuvBp/8lPaN64R9Dawm/soIoV3vETkhdHmKTKFqyNEDsIiDrX6F67Sy3qYIyiXYso8wXjxdW2/sZieg2of7Ug35gGvQmyf52Vvrr7P5ORvjnpf/W9vbrvmzX+bVqpMVCvbzDLMroOJOOXFL0HuMk5WVijVBbp6ZfMp5d4niAvfRbTKfN8SG6G1Oxt3KCNK12mq5ios8WvP/o7GrbFKIb6WsB7v/cdBodHZHmfRtTCCec0Ohb9wSXdtX3aUZOyyHE9jzSL2dzcoH85I4sFlrQp1IxytqSxtsfjoxd0ooxObwdrPCG1ZkjPJ40XOOtbtDshkpjps79iLazxm6cfsrEuWQ8ixqMZTy+GNF0IFmOysSLtaE4nFXNrPJ6x1u5w+/0fcm3Q5+mTgvvX9/DjBb/82b9lkWT4nkvdtVFU7rCRdElVTm4UGkWpKyICWiJdQ2kKLEeyUQ9xnYSSkjIXqKykkDYIQypS0mlJc35Bsyl5cdznfDSm1wmp24bHXz1nkWXkpkAZwdOzF/yu43cG1GatTlloHn05ZXO9hjZVuVevhQgh2Ojc4PDskIPjZzQaFvHTT9h/9yfIzfe/dWVXG7b4Jri+Id7wZl/p9aJ8tRZ5M1v9dlA+OXyOdXRMeX5GBfFWTNIMWyk838azJaL4poxFG5QwSCNIpCJUEkfaFFdtUk3lpf4ajaAVZXklKEFF83tVGlpSIq7UdqS42gisKtvUEhQaC4lrS2KtKK4irRZgyitW2VWylxtFqjWeluRGYZurpiyVXYQtq1IlakYshxOwbWTYQsZ93KtJhaDClJZaUZqKqx3YDspvIodzyCS572AJSbeuqLk2SlRY1tASTH0PajVUkSNEiVL620H6tyFDBqx5jCpLLKsa8hlAaNjZ6TFZLslCn8yU1Gr+N99nAfn5kpKS4LWaPjiBx/Uf/pBr775Hd2MLVSb0bu7S3r1Fba3N4vARTk0wvzwneXmCXmZXO6BANlzqe3fZffA+rfY2kR9i0KxmU7785D+RFAnNmz+u1s8bAbLa078NUXqNDvgtjOi3Bk3/mSHSK3iWbQmKKwEo66q3/03W+w2aRegUIxzi0SNktmTl+iwHjzDj56S5ph3tkY8PsLw1CluSjI9xQhdEQDKPmBcj7M2YW9fWmY8Kci04fTrg/bd+HymHhNOcW3ffZjI4oOUGyNo1FotTNje3K7X+fMng+DGbOzcRtXVUWpIUC04vx6yvdSnSkpPLFxjP5a37D3k5OuP6Vg+U4uWXv8EEHnlq01tvobWHcFzOTiasFmPOBufc3b/HO3fepT98STwbkxcTmk7B+HLKw/d/QMQRSV7ZrDu2y83d2yDmPPvqZyxOZtT29vjkr/+WZ6fH2KHP7e0Oq8RwORxQiAxHuCxUUlVQUqFLQ81zWKYpCGh3G4xHK/JCsUgLJlmKEBaBLem2alhCsB7WcLTE2vA5PU/JVn2eng4olWS5VHz96Sn/afaIUgru3Nri2lrE7J9igbJ9vc7hwQDfs9ja2OD49AKVKRb5kpAap5cHxOkCy3dRRZf29d9Htm6+0Xi6Wrz/qzTzm6D6GrP6rWnoqz7Xm2SBb3b6ZbIiT1bUr6BEr/x5LMuqyjcJSmk8VWV62kBBJZBQiKpr6epXU97qubZdqaG/vmYAXV4NkexvijdLglFU2a1tURpdie4agULj2pJMl7jWNx+tAGwhkbZDWWSvYZIGkMpgIXiVuEpZIQQkspraS1k5TmpDzXWoeS4qTfCwWNrfKLFXmaK56slWn5byA6S0yWsSq7AoUkWWlKikIBeghKRMckyeEwMISRynSOuKH/+q33cFgZCAJyWO59CUms1GyCLPeCVCLDLNcDHDCGg1bAQWea6+CToGxodDvMDH362EevWqAM8lrLfIzg44OPmasOXx4P13GT89wGqB020x/OoRxWAMuUb4FlgS4Vi03vo9rj34LlvdTVzLI8kWPPriLxicPyU56uNe2yNTCkdaGKOx3oAn/a7geHW63+q//vYg6c1M99UaV1dKUuIqwMaTQ+LJEV5zj1p3/yqBKFkMH+O17pD2j3F9TRwXzBdjlEpRhYut/4rUuLS6m9RbPk9fpswPB1wMX3Bre59GdJtuw2Z8keNFETvXumxszsnzCfORxsQTrGSBU2Yc9l/SWe/Ra21yOZNk0zHZSrBKcrav1Tjvn1LOZ9SDOkprDg7OaDTWCBpdMIIsTdi1HdK5wqoF3H3nPrXQ4q9+/hvajTWmwxlffv0JjqeoeyFba1s8efaC2viUbqvFwmguhn2SUmEHTYosxgSK8XJO5HhgwWSUobKU00Gf4eWMmw3N5XjElBw3cBktpqQpICt6e1EqUAY/EJQKpLGYLWOMNEghGQ9jtKq+h5XKKZWqWm/SIFObViMgmSvSsqQY58ziFYuxQ026xK4GKTiKx5S5ZKvTIRIW88WcWZzwu47fGVA1mvaOTTqzINtlrZtjUScIGswnKYt4QqO+QWdzD5mFRE1QQfON1flbu/qrdcmr8v7N5v5vP+2NAdAbWQVAUZbUVnEFH8kzSq2QWpCXJY6w0Upi2YJUVgHStkCXlb2uFuJKC6AKQLEqEY58DfCFK/yfrAKOJQS2qTLQooRSVV+qbVf+5vJqKmTbFpZjYZTG5NkbfVKDbVUqSJapsJ2vWiGvMqBSvwEjo/p8XrUfKqsKkGmB0FUPlLLK0DwqNaE31ZhevYYuNWpwgMxz8pMJrZoPQtJfLXGlRbsZIksoXRtCh8B3q12+EZAWmtkq/ub15Dev69iS7fvbnL84oJiAwaJXi6rPodCIBfhptSOWjuEyniHElaiHZxPcv4Wo2ZizE4w2qLQkvNbD6VRvsr77x5RFxujpLyimQ8rLkmySQVkFUrkR4bW6WF6d9maXG7e/T725TpzOOOt/zsHT3xDP+phMITKBKGU1+KECeb9SsX/12X9rff7WZ1jd9YbAym///bcy3AoU8o3pn9Lg1ncYn59TFC9xgh7Z/JzCDkmngrV6Qq3b4/TwZ0xnE+YTQWEW7G68xcHREwazhI3GOiLc5mKWMF/NefDgLRzboYh9Xr444Pr1HUqV4HlNTK1JUBTozOHhB/tMxwvCtbd4u7nFcHbKclognAFh2GC1iul1b3MxnsJyhjY2mVWyQnF3f4/VeIRb6/H0yZd0Ox6H52dMF4p/9pMfMesfIAhYa7e4PJ1x+PI5e7duYLTNvNQ00Ny6v0///ICPPn/Gxlab9U6HXrvDYuniyTmLRcKLR2OCyObdH12jWVvhuptMs4xnT0/44qOMbtuiHtZ46w/f5y///E9JdIzERSlDWRTY0iLJSyxsEBXzqxEEuLZFIUvmKgWqGYHKdQX9szWBK1isMi5OZ7iBzfXdbZSJKY1gPI+pNUKEpZCpRTN0sW0HZWsuxiuCK83Y/9zxOwOqKyV1u84kHvEifsaa65Dmc5ytiDjWSN2g3riP1bgGxRjq65DH4IZXi8y8Dg3Vmn0VRXgjcn67lH+zJPvmrqvHXfVZVZ5zmWbUsjlKZ7iWjeu4JKWqJueFoRT6W/1X61WWab6ZKxSmxFTVctUfvLquqgGMqWpYy8KI8ipwvfIXN+iiIC4KWg0HS0vUKiM3VfEb2uJ1pggCaVeGZ7IwZOabch/AlxahZZEWv1VWXx2FLnGVRapzVlnKdLGgGQVgNBbfBODfPnxL0tY2je0G0rGRuhqWXV9ro/UVgcGUaGEoC0NcVILbRaGQLrTrEdPlCqUNWfZtBIRt2bRqTc5Pl+RGE7l+RQZQYKf6ddZv5eAsCmwhmZclVuTR3Ay58/Z3+fuf/pTlYZ9sp0Xggd/YwPNrmHJFNjqDRYkrbdQoRUQOwrOwHJ/a7j7NnVtsbuyw2buBNoqLi5c8/flPWRaX4FmoYYIMHWTHB98iHh+RJJr1vf0q89bVMO51u+mNYPn656us83/V7rhqT70BqYJXbQKDLnIcz2eVzHFsH9ex6ezuM08N89FLVv2n5NmcWrPDiw8/Q4k5i9kSW6/TaXg8Hbwgyxxa0S6NGmSZJlsNaAQJ691tpCPR0kEEgLF59vIQrTI2NpuUTocbOzuM8hRPTTGzM9JkRSpy1jshv/z4S5pOh8vVM+7v38VrlNjBBio7ob4mmSea+TAl33BZ21xjOs2wXI9C29T9BpZT8ItPvmR88JIPvn8b23js3ryFkClrN3cZXgyJyhpfPXrGe++1mWc5eztr1NZ6PPn4MfNhhrTqyCggch0atZKH733Ai08+pPZOndMjB7fuEfkW/WXKYFnw4M51nn76ORtBxGlekBlNmWuMMpRaVYnKVZvKdi18z0EZgycdbFNSUrUDhBAUeYkRNnFcMh7HuJ5DLww5ubjg7q01itLhQlVKa2UO79zfZTxcIBQs5gtMUvxv6vP9zrszk5NlitWqpNWakqs6W80epT2kNCmhV8dzRowPMs5qHYLjZ6x36vQeflBd5q8q6m/aotXxuup/Jc33KhOoFrAxBpXE2K6Nsb1viv1qpXM5HvL02ScMTw9xJgKjDa5vU8ejEBpP2uRopNbk+kpP8yqIVopY4LgS33JI8gJe9TUNV6LBBqUMoKB8ZVn2zf8gqNAFr1hGV1cYjiNJ4ozCqrx5EBamNMTzimYlhb5iH131Xt84p9c5qhDfuoZfg+tLQSsKMaFGGnnVKtGwAEfYr3U5BdBca2CFFk+eHpMrhaZ4Xb5rZTDF1QOt6n1VbjAmh6uBH3lV5rvSwWhNnGdXPkKQFIp4HtNsByAqgoQdSIzU5L6NscF3HHwh0b6Fv73GP9vbpNUIqG/X2ezsszg4Z/b0nHpeEngejvbxXJd43Cc5OyMfTdFxgdQg6y6y6eIFXcKNdW699cd0Gl0cy2WVTnn84Z9zefyI/HSKtRZWgbcToIzGCMN8PGY6CAhsTXPrGmlZEtg2y1zRuFKQepPv/yobfRVs32xH/Xbf9bd9qkb9Z+SFzc7OPmkyJ7Vyuo0Wy8kLvPZdyvA2taDD6vyXlLrEbWwzOJ8QLx2K3MESCbuN28TLCc/Ox2SepBvVWSxGzDPDB295jCaGVthDrSa0t3Y5nExom5j6xn0CmZLMBoiozv47P+Tn//O/w3JWbDbWKGSHrfaY84szMCErYbHd2SIKmhwFdZaThPbaLvLmGkVecLqYsb+ziSUdNja7DPqSzz86ot4OaD/cJ+xep9Y0FNklzfUQGY9xy4IkPuP+w9sErmB//xq+51F3IiabXVaLGNIlkavIiozbt/fpHx6xuXaD2XSGEIJU1Nle26S153L/4UPOPv+Ux5cXGJmxynNUXpX8lisotcYWdhU/tMKx7cosUCR0nAjLEghl4bkuaZqhlUFqwWKZEgYuxtJMWeG7LqNhzHAeIz1FZPlIAeP+lCwRnA/6eDVJzfWYy3/Ynub19fq77sziyqumTCQyhLADw3RE8nVB+5bHmtXgs88fM/C2iRfPEErS/v0fYGVjjHTRdh2usrqqvEuQrouw7YpbnSWI6VOMLhDSRbfugLQo55csvn5MrRvg33wb49ZfB9pSVbYSwi6YjWfUMw9XWviuS73u0+mucT4eUe90KY9OafcarLKEPLDxVFlBk5RGXUGCpJBIR2DlAqWq4KQpvxlOSeDKOUJaoK+iq9JVpvkqibZtQSkrwDBXTpKvMtqaZ4G0iMsUimo4ZXsO8goPW7Msct9lmKb4dkUHVerVG1WoASOgLBWFBlvpq7G6Ya1ZI88VCCiNwlGCRi1AeharOEVrQXklhAGv/Iw0jmVhVMX2esVGM1SBVAiJtCwcY7BtSS0IKI0gcxVC2YjAYjOMWOuG3PIC1t+5juPATquBbSwKXVBEbRbLBbYGtb7Dxaefcf3BHqMiYbhcUSpdbUYGsnTF6NHXZOdjKBTCs9AY8rxARTHKitm5+QEP3v4vcR2PPE949uwTjp/8mqQcky+niFSDI1GFYnk5g9Cm0A6fzw3L8pgP3v0u0ySlFfhow+tg+g/iSn8LiP+qNSAFHD17xub16ziWXWU9qvr8XEtS79xApWPGRz9DYsiKgvG8jte6TRQ20bpkNlsg7HUgoT+KWcxyNta3+PpgQNNVUMZcnM8JXZvR2YJJforXbIHr8/XzEXlSMvcK5uWC9WZOXbq0a23iyyW0S9JVTLclKKaHvP3jHzK/fMzZaU4sRpz1zxgN5rSaLQYHT3EWc6JOHePBYphyfVcwGZyh6j2u3XxA/zwlimym8zFuLeRSL9hUFm9vfgdpCszaDU5/8x/IZEmt0eVyMObp4QU3brl8MTmm21rn9rVbDCYnnA373Ny9zdnZmGwJ6xt1wto2T5/9DbmVs+bU2b0WkulNBktFb6OBloLYznHdBseDYzQCLI25AuzajkBamjzVqEJTWIqlMOSlYlaW2NiUoqpYhSswmcYShnce7jIYzhktUm5dW0dKw4tHI2zPUEjF5voGg/ElsrDIigzPlqRpSSFKfOX94wMq0uDg8t77NxEUnPUHNOoeO40OzbU2k+SSxoahbk2QDY8y87DmTxCnl8Rlm0YvpAg2KUTI6vQ5s+ePWbu+S7C7T5nEXDz6nMXogFKn2FZAo3OElg7LyZBACsq8Tkf9knBjg6J+nWI8YqAMk5cvkXmBIyuPGI3AU4rRcEpZVum51+qRWRaNrQ3S8xOuX9tnMOhjCYFvEopVVlk0OC6lMHgth7IMsNISW9pIK0eKymSt0JUyu7bMK3W/iu6mVOXIKq3KOC2rWBjulViMxGBJKI3BrqAECFkF5SwrEE7lddNo16g3PI4/XSKNuDJaq9oGQhhSo8hLg62r7HJ1pXdpXRkaSqrzUVqTFiWJ1uzt9miEAaN5zCse+asy1nYkuAJp+3gofMehUfOIIgth2aw321B3oDT0Ih8aLmpcGaN9+qsnuMJGqZKH33+Xrz56xK3uHQ6efkxyueTmj37MwePP2Nl5QK1Vo9fu8sUvPiJeJlh+k15nnfnFmFquK6+sNEfOVhRJWfVgPQtRd5ESVsWSMPD5gx//n9jfex+lSo6ef8zzD/+GVTpCWAIROthWgPYzhC05PZjjRwLf8TjPO+iWT/rFl1zaX9D7g59gCcEqzxG4+I79Tf/ntyb7GIMyFY/elBlFPMStrfPr3/yMf1YPsRtd/GLIbD5EWx5R6wazxRgu/hOr5Smh28NxQrTlMhkdki76lPND5sMZsyLE8yyK6TFHx2ecDS+wjE1aNjm5vESbGp1OyPe+s87f//ILbDvEClyudbocjo5J8yU77XVc16be6OGKFfEy48NfPqbb20GVE45PBuzv7xMFLdxeylc/+xlha41ux9Dq1rGjBte/91/QjARHn/yc/e9/l3l8zrXr7zC9PCTyuwzSz/ibD79i/VqHwPbo1VpkxmEuC7Yjhzw+I2gEdELD5WjC/o1NvvvBAxYri6h2h48++wW/OHiCPZlz/+1r3NjZZrcbcnB2gCrXWc4/JGq28ERBsZoxmtvsXhMcPpuR0SRiyoP793n+8XM6QcQ8z8l1hrE1Fg4Y0LnCUhalqYReVKaqtqCVowtBXhZIX+DiUOuEWEoRpwluW3BrvYsjJKfHExq1gERkhKHDQk+wA4vpKGGUplhIHFdghCZX/4Qp/3KU02x6WIHGkg53btzAtiSnFxNM2mdajCmU4fp6j5eX53Qbm5SrBqPxCVnxFXbZYhlH9Icxo6wgVBNWj/sEJ18xXyYUZYKFJtMKV8eM+l+RaZtCtJmbEdejFvO5ZLY6xLeOma08Pv76a8KGQi4XhI6Lcg2Wrrx+jIB0MqNlO6QnL0EJpgeH5KVmeHSCJzSJrFJOlRiUUrR31pjHS5xaA88JmB28ZP3mLRaXF4SOpLQF6SLDCInQJUWpiFVZldBKIUWlJIWW30ChdIkrvausUJAWRWWmpqtWh7CqjF1oQa408SKh2YsQjiSTGhswoirrl0X6SgeY/A1QuS2rDqq5Km2lELiWjXQrpEOAw9p6g9reOr6VsVZr4LUi8qwksKBXbyEsj9XZJe61BokxvHx8St322P/u9/jp/+NPMcZw7b/9E37+t7/m0eeP+Bc/uo90IIsznExSC1xkZJPFp+xvdLFMjhqf887tPayiwAub5MMpzcGEcL1F/OIQo+eseQWXvo1UEtdzMIVGWALZChCWg9/qEby1xttbe6xt3cWyHUajEw6/+HuOf/0rlM7RKNzdVrXvBw5qs85wZVF/8DYiW3F+8pLbbz+gHAxYeB6f/epnDCczvveTP2ZtbY1MlVewpqseqKjsbjSQXuGeLCmxVMnq4mMmg0uCzibtsGDef0rDVowuP8VCoes3Of78z2m0miBclFKMRhdIHbJuScLe20hjMZoJRqMxWTHgNIOkH7OxucfF/BwHizidssozkgy8ocLzXOzQwvJiiixhmfq0nYioXsf3HWaTKc1eRDPy8No+e+EthodHPDlL2WzUcWs+8Qzys5d4YYtOZ4fDyZThkz4/+e//hK0b+6hkTFrkZOdP8TzB23/yX/KLn5b8T/+3/yfvvXOXn/zRAxobd/l3//b/S+QKyjTml3//N/zx977L1t4GYxGQmQZb6zGPn5ywvtklNIaDg2M+eO8PeP70GOVHLM4WfHrxNRfTObfuPcA0HNrbt3jxyc9p9Nb49OApD5w6O9tL9vYCzscvWQQNalbKv/hX/5yf/sV/Yj4pMFqgSygo0eoKFmlk5VRwRYixbIGxFFpaCFfieRa+9hC2hywTDk9HOMJBuhmrIqddrzGalOR5DkuDrll02j4jPcW2BVJLFquETiskk9+eJ/z/FVDn5wrBglarznw5RUqXbqvFztY6z16+xA88ttebSJkRthIkI1IzAstD6ZRlLrmcDpgsSgw+RkJaLFhMVhwlFlI0uB5M8V6prwMNL6Db7nIxmJJnFnk5IWoIPn3+Kb/+8AzHs9mw1ymz8mqoInGExhISR4I0lbJQuqhsH5aqqDzPpxmB5aCAqai0OwWwHExIpcHJx5S5Ik4yCq1ZFRmi1iVcXyNfPaPz4C1WR0d0LIPT6jA8OyQKXfJJxaCqBwF+I8TkBteuRC/KXFMLAlKjr4zRNEJolDFYwiCsKgPtbLVZazfp1WoU8dX5CvAk2FgI38G1K3dUz0i63QDLk0RejZrtVFqmrsQqNC+fXlSDKgEf3NqlaPl8/dkBjXqN9vo2/+H/9RcoS/Bv/of/PX/67/490/6E73u/R4rLs6cXNGsRa29NibouYbPJfDDi9tY6PUuj0hIvr0JQ1KpRZEveChuIlxdgWTS3Osh4wWwxIahPuXySofMM26nO0d/u0drf5+zXH1Mk1d+REtnyEMLGuJrene+zsb7J+vYdSlOC0pw9/4xn//GnKKHQlORWjCtqlHmK9DbIVE6qIvwbD7m5tUVWKoK16/zqL/8XRtMlw9MjMhEx6fdJp1N0t0taZAzmS2qBB1ohjMJxvKrvfbX+G65D/+jneKbEdhoMT/6etcaS2SxFZy8RWiBFC7X6NSoesjIuWWphqQ0cf0ycrUiSIenp3+LY26zvv8tHn/4KU/jc29/iXEmadYs863ExH+KagNidk2WK4WhBreuz0BmrvuFH3/8JH/765whHsbW+x1v7bebxhOXwjOm5pkhjlipjtdDMVjmhafHVl0/x/AaDyZLhZMzjx0+5/9ZdfvzDP6bmpzz5+39PYAru338X4zoMzidcPPqIcnKGcTQrbLLplCdHv6KYTunXKiRNe63H9Qf3GD3/lLVOm8H4jKi3RaPR4uuXh/zoB99nOkw4Pn+G47U4H74gsH1arQ269QZ7W10m4z5xecq7D2/RrHVoNCPC0GLcnyBlHZkpVJLgrtXpD054+/2b2Icznnz2CKV0JWz0eu5StbTKoqwSDWnhK4/cKbBcgSgdtDbE4xFlqRFCkGcrHN/G9xwKL6XQOa5nk+qMeZqQjhR24EKiSLMSYQSlKXGsf8KUf2UlhASc9y+YzRPyTDFuTaqLuWsxny2Jcp+L8TlWU5EkGY5js8xXFKWiEbZotyX98ZhcGwQeymSMc8li5hBa54zQRK6LED5Qgl0wmpygsXk+GNMgYZW0KTOFbRtC28WxPAgDvFFGbmkSWYmJFGhQV20wAcKy8ISkVNUHbQmJ0pX4s7AqttAiSSqAP+AISc8LyE5OCYVAxAnF8THGGLLBJWmeoKRLaAyroqTnRBR2BkpitzpYtqCxvsb45JBeZFNmFq5KqYcNlsMxruOgdE5WQJ6/yjwFg9MR69td7uxvkmYFPatHw/KxGjahbdNqrrM8OafZayJdl0dnJ9y/f4vBIGZ0fs79P/wJf/rv/5SHey3cyH094OvsXefnL465HM1YGLjXXsdb7xA4imR0wL31Tfy9NRp2SbPucv/d+xRpjvzyBe+HXbJck33ymCzJcLVhWhboK2nGoBag5yuCzQbR7fs4osDzWqTDCzobO8TTAW5jSrTWwKON7Nik/QEvPv0YURQshaGBQZcljuNTv/U+6fRr9vbv0G5t49sR5y8/5+Wnf8f45AC9vIKiaYFrB+iOQBqP0WVG1OjQuvMuURRhgJPxmJqj2Nypkccrss016lnBw7u3iRfn5Isuq8uXLGNFcPseevCI8fkxzY1dOre/zzhTgCEtcsoULEvz/OkvaLQ0rUaH+WJKf9Fnb+s+q/gllmWzyGbUZZ0kBqEMYZ0ru+IFtbDO0cUj0sdPuLm9Tf9yyIef/4q50pRflRQrUJ4gEhOCMGCZZJSB4dHHB9huVfmcvfiCclbwgz94CKbJ118OqHklo9GcrY0Wu9t7nM6OOBUToppkks5wwjt8/Nf/iWavxt1bm4j3vs+6XRK4JccvP8GTgtmgoDAWR8cvWet0CdwN8gKu7W5w3n9Jy7d48fQcV3hMX44I6x7D5Zz/6//9/81Or8385CUq0AQTh9HJOVvbG1x8+ZLta+scni04PH2JW3dYb3js7TdBzaE8pdQ+vbUtXnzxIddvhSA0435CahS+A6K0kE7BV4fPCGyP45cTytW0wqGWXFm8vCKVGCzLqqCCpUZakrwwSOlSbzgsJ2mFW9WVSFFhBNKzcIXk4fV1kjyBDHobAY8PMpSBXCn8jsDWGgvF9madWsdlPF3+4wNqZ1dSqoxFliOFRBjBfJbhhwIdaLymje1LmjSZ5WM8KVjoOQJD6EYk2ZK8UGRXw55MWvTnAWlWeWPf2eqwvRYwyWOen4+53mrT9B0uxymDxYquXyeOXb5+eYY2Eg8fP2yiRQ3h+NSjALRikhQobfCRpEJVNh6ejZKCXBjKXCBRhNIisUGUgrKsRJNtUXHypS1AV4SApSlwlaBIE9odn2495PTsFCEkfqSZnRywv9Wgtxtw90Gb1czl2bNjVsuSpe2SzOeYoI4qYiwnxG73UIuU3sP7nD/9nJsfvMvl0y8JbZhfJORCEc9WXOu0iRttfvb3P+ft/+bf8LM//0v8Wosfvb3F/+ff/gU333qbzXu3+atf/gW1jZscX14yHsxpzgY0G23OL8bU7OCK3CBQswlvNVvc2b+JUSXy4Izvt9tQlEz+7gU1qoFX6sfkWqLrVRO+FdQxqwInclmpHNOzcGeKTstlNS6vOhCGqBVRCx2YDIjJMfkQqTWreAmuIKp7DJ/2WcVHFMJic8fDcwXKDdj/o+/g2DXCW/v0rq3TbW8QvvU+rVqHLF7y0S//AxfPPsH4lU2LrhlMqrG0g9xtMJpIVmKN9u2bbG1ukqmKjfFiNMYxCWLwBTdtRW3T4ZPjHIHNbD5lthgxOTql024wNBrra0WSTTk7mlM++znfES7+7ju0g4A8XWJ0n1Tb5JnD5fkMpcfM5mNqYchodIqxbLJiRCPssIhH+H6d1XKKXkSMTheETQ82JYENne06rhvw0ZcjpvMYPJfFtMC2NZZ2OZwuyM4WrHcChNdgPi+JohAVF3z99ICoHtAf9HnW/4qa43DpW6zVYLpckBQ5xarg6MUYzwvpD0dMLyccHvTZtW5SLi8Id+ps/uj3cb0aa4cFF2dT3IbF1198yfb2JuPZJYcvD3h50GeZFNy7c516s8l6a8Jwrnn4/R/w5LOP2NloENVDbu5vsFjfJp6ccTkf8+Pf+y4ns1MeHZ1xK3Qp0zrdjQU1O2A0WHJxeEKubJbpGOG3uFnbZe/hLvOzS476J2grwM6mtKI64doegWUhM5+zyRztNijGY1phyKhcIXSlcFYWuupza12pt+krpI5lQCiWU4NRElUqLNchMxUhIAp94iTl2emQOM3oNmocTxYgDUWuyIuSdq+N7Bo2EPjCwvNtar1/go10oxGQJhnFErSxcJyQWhhiuQkmKxmf5Di7S+p+SMdbx9Ywm86o1XxyEgJVIwgsmo0ER6Tc2mnw6XPNy6MpNXdK6DRYzGdsre8xG2lOj+fErS1ePD9n56aPUQu+eHTKcBJjpEaU8F+9/R5rvS5ia4fFW5qjwSF37BqxcJjPJixHU5I0J5kO0aXCKgXStgBFIqr01QhZ+ZlTKSv5nsSpOai5Iq9oF0hH8v5330aGU2pti81ZRN1tkKwMw0lKpycxdoE2FsenZyymK4wlKc7PCbTF+CLBsS0gYVWe4pQxydkBdlIw6Y9ZzgtqXRdtFLIAvx6QKsnldMyysJkulvjtNkJlLAbP+e4P7uIqwR4F/+c/+SFiOqTpuejdNfSXT3kA9BOL1XxF1vArvYPBnMHxJbZlkdsGT1o4nosfeeRxgpIGIwVhMyC/TIi2mzRdiacs9CwnNTlb97ZJ0wxRB3fDpj8Yg6gslOfTJZ4VsrxcENuKqHBwegFWrYnb2SEK67x9L0A2XOzaTcrknLxccefO71P3GyT5Ao3BQpLniunwhPnlIYcf/pLV5VkFWzJ2BYXKwLiSohEyvrAItjfYu/UdGoFHXCgupyM8L6BR9DGzF+jRFKEMa07AP797HYCF8fj86Rmz1ZQlG/RTm+fFEJUXuIFPx+5y/uyMW/WQwXDJ8vRTlB7i2g16axbPnq/o9WoEgUe+ApG7xMUULxQMkjPq0Trj+RxLOSQ6o95tE9YLSrWiVdvk6PwJp324uBxSb3fJ4pRay2Z4OcMsYpwgwnNt7LBG4NcIIwWRheP5qJEg0xajVOEkirAVkU9XTHIbZ8Pl8miIG0m2O2tcrgpu73c4fj6kGfrEyxWqHrIZekjfo5gccHbwmIuLGWeDERvbDc4H5+xtNdjqdQlaDf78px/x2RePcOtNwrqm3WiwvmYTPrxHfzZhvhzy6KOY/XvvsHPzBtvG58knn+A5NaLeFp/84hnv/uB9Ls9nZDqn0akxmyuuX+sxfHTE27vXGTw9ZLA8Q9Zq1PyQa1u3+fXj3zC6mLNf13zx9UcUUnF+vODhe/e58eADzi7PmX/5BcaiShqu5AwlsoIN2pUovOUqHOXj+TZrW7ucvHiBtiRKGQpRcO3aNs+eHjKdphhpGC0SkJpeUEc5mkWacn48YfN6nb2bdc7OEuKZxn7NTvyHD2HeGHT89vE//o8PTZbn5FkFTUgmLls7PtGaJqx5XJws2dxo4noWK73EUjarVUav0yByoyqrFTb96RRhbDzX4tlZwekkxrU6fPe6jefmrPKC077N6fElNLocPD5GZitUWaIygVWZiBJYDp1OjbAdUnebuL6N5/msbWwiLa/CChrN0vPIMIhyxcWsINGa5OgL8jIhLSJUHJMs5xil2Ww1uLHfhtCwmsc8fpmQDidYCL6/t8e139/E1FLKJENqh08+OuWttzdZFSsc26OcaD75bMhivqSSa9YI8437pms7lUq9hKJQOG5l2icwWJagyDU/2l7nnd+7y2K8IKXqt6rSUGpDVhboweLKeVUTK4VtVeLNQeSS6AwncMlHKau6IB8WtNt13n7/JtkqYzqcMpnNKGuSnlsnFQVr3S7T4RSv7oMtMKVhNV5i1WxaD3xWlwZrKPD3fAbjJUWp6PgObi/E1HIc2uxu3kPZDertgKi5Tbu3TeBX/iiWsLAsD7ShJK/Et43FfDphcP41q9GS8XjA8NkTUIbxdFlhg+uSm9e3KOerytpbiErnrmcBHtPYRbttbty/S3dnl1VhyJI5g1WGUCl+eoZcnVUAbCEQlkDPc0xWVhtpotDNiEJr0uWElZF8cqEZzpbcaEjGywn/4kf/nM22wLgZ8cmQk+lLGt1uZbKofA76Z6w1A6Zjyefnh2y36mAUflCglI/rGqQLkgjPyzg5GdGMPFpRnWlW8vzlhHnuspjltIMSpxYxOZ8zHc/QTkQ2n5OotCJvaANC0tnawpoteXk5YP/d6/Skx2V8hmtc3n74FueTY3QpeX46wNYSy7fptHfIBnNc32acL/m992+wmCwgcTAm5t6NTVynxSrJmSxHPDk8RkpDs13n7Czm5WGfesMmMDapKrl1Yw+Vx5RC4DRrtGoeyTRn78YWlpQEvqS+tk+xeMnRaUmjE7EanbNa+XT2JLbbQk8ymlFKqcFxtvjq6Wcs5ktu7O3x8viCsGbjOIaLbIWnmwgvQ6qck9OqXdazW2RFzGfPj1FSVyLxpcayJN3OGuPJqKJt24Jm3SXLq3UXOlUPNcsKAtdhnqWY8srcUBmKoqTbjUhUjm8cgrZHfzADJdm/0+LGjTqXJ3PG45QgtPjwN/1/mIXzv5WhttpN5sspjZbD5UHG/Wu3mcpT8ryARU7guxwdjTDaENQsisIgc4tWZEjtFAubLFtRD1wCP2SVGEJH0Q0FbQ8azZLJLKXTCCkzCO19zvtD1ptdJqcxupR0A5cwtBFaELTrDC9nPD27wJYWtq6mfI7j4kob27do1j0anXXqXoNa6LDn2ui6Q3+rzbXWQ2phgzzR2K5GmQQ7GpAXC1zbRuOwte3x9deSZlOw3ukwOh7T2HVo+AGps+Ld7/fodALEbIVTRug844e/d4PlsuRsOOHsRaXoLZ2KO171dySq0BW0qagYWIIKV2o7EmFJkmWK5dicf/aSIHLp7PbIBnNk3SaohViORe6CrUvUNMMKXGrNkLQ02MLGaYQYkdNqe4iyYpC4kUdmNBtrG9jC5mI4p9WsUdia6GaEkoLZPGG4LIhNzrWmhdtssH/ze4jCwt8OEdJjY/s9LEviuw7SKjFK4Ho+eW5IkoTRyZcMXg7QaUkal5x8/TFChmTjC4wFaX9FfzBBO4o4S5HGkAiDJwyNRsSsTMm1YkuuoVcFopBgC+y9OnpZkEmfyUiyducWO7ffZjk7YrhMmMQZUhi81QArPkToBL3IkYGNTkpE6CDbHiax0IscEdnIMsOTUEqJU2oavkez2aTjZLS7dQJ7RNLPUZFGlzlb7bfIixw9WXB0cUKwHjI6jfGaGzhGMhxMaG+0OD1aYYUlIte0OzW6a5U5XLsWYWIPf9uhmzuc2jm39ra5GJzRa+0wuTwg8TUPv/MeVmHxi49/RWR77GzskFlLVuMYO8+Zpkt629uEnuT2zV3MC8Xa1jqzbIpIKwjf7f07PPrqgFDaPPvia7Z3t6jXJevdGzx45/c4+vwLshs3sIaXdHfbWMJi+OyQy9WYt965zmCUcN4fk8zn5FmGLiyWeYZxDPPphNwRKGXYWwswqeSt997l8fOvWJxe8p3vPaD/4ileBEf9Y+64N7i7d5O/+fgT4sMS482xRikjrwTPMCvm/OEP3uOjv/uCVTbj3sM7tOqSPIfgos+Lxy9YlAXkilG8RCqbs2JE5Hh0ayGzPK8gUVJgWzaL5Yya77JMM5pRHYHGtQSrpCAvq0BaliXCdZBG4Do2RsA8TgjbEeu9NicXQ3obdbo9D8/WnPZjLKXxMh9XzllvRxjzT4BN2W4lbFH1giXL4hgRFKhSsLnZIy8LFquUIitJ8pJWo8Z0tGKVpDQbm0ziEauxRKuU7npJrBN6PZtWTTJfXjBfRgxHKbOxIElzBitNMneIFzNsx8aXEpsryTopKOYxlEXVJ6GCHmW6pFSGhUmwUouLyRTx8pzQ9nCsiqNfCI2QFsf1A+p1n1bXY+92iywFtUjBiQl8GzsydDc9vhd1KUuN6yTETklOSek7ZGmOtAWT+RihJeOLCS2vQbMuqbVqzGNBIQYIRdWzuWrqCFNBq5TWeG6Vsb4SirEdSXuzhZCCeLLC9irVK+lJ8jSlfW+D7DxDGug0I8qkpPXuLsKSKFMSWTXyzDAcLclizc7tTc6HYyzPIUNhdVzcTsh8mbG29wGNjYB228WyHWphm1b3Ll5Uq7RTrSroe26DPFWsZufML0+5+OzX5Lpkdj5jMXxOPFuSxyXSaEaLMeliRSagyHIcx8VWBXgS4Rlcz0Zrh4EzITAWyjaIWOJFlanfQqWQFXiWoFT5FVtJIDwbtShYJDZF4bL9zjtsbLUphEXhb3M5nVH3PMLJc1R8WNE+51UwFa6FtCUmLRGBjYicyn5llFQ400LjeQFHskERlgir4Pkg4+72Fn//Vx/zB9+9hVwZcllS15J8kVAmKc29XebZAqsecHx0yNbaNTxnhZY5B8uE1WXM/f1NXj47xXGvEUY+ymQ4nk+eCPIiR2SGR08fk6xyyqVNkQjmc83J6Sest2tc22yQ5pLBcsTt6x1m0qbddAjDDnv33ub5o0e8fHZOnsTYJkcmhrTIWFFyL2ySbLSI6hHTaYxbGmqNOrs3d+gffUm7G7J7b4/jr5Y8fvwCgUVZKtK4YDYpKAqfxSChNB6ea5EXFYLFKiQXiyU112Ywi2nVfWKV8R/+9M/oNDu89fY9FjNDf3TM9v4dmjLk53/3MU9aEe9+/z6L+ZhGvUEeLUktwXw8IhQpk4NT7t3dQ4gVmSo4frEkaHicnp9zerkgp6xshjCUZUqRFmRFSatZw7KqQGq5El0ayrJgWVSOrdP5EusKf6+pRI42GiFjVdCfzrGkhXYg8FxuX9vgfDzl2v4+lmUTejbLbIH0BLs7daKGzWAxpRQGy7c4Pp394wPqKo7JleLe7RssxyUqT+nnA5Q2fP7xCVYEN/e3OHg55Ob1XYbxOc11D7cm6c+H+IEgK2I8XC77M2SgsHEwpY3QLkHYIAggXmR4oUt6OeXo+Jy8yBDAmu8jNQS+g2csUlHi+S5mJckRSGlVKlFK41gVTdIYUNJQSo0SAq/pE2iLebzkaDDGnmg+aN1lFs+5uJgRRi5FCb6fcP1GC6UNeZFydhDTbLsIx8EWPqPRlLDm4Ls2RmqSMqHZCqh1bBzPwy0EN281WJhdLocxeZJhkoS4VFhCIZSpqJ5a4RkLKcH3LMK6T63bQOcKaVnYDZe1zR7as7E2WojQZX2/xmC4ZJCmtBohSUNgeRK/7RNnhvWNe9z1rxEGFkEUEPVu0mzUKEtNnKVgZwR2hO2EZJlmOT2kyBOKIiW5OOH58JLx068wGtJZgklyzk9GUGQYv2Q6zyqZPlM5xUpXYNwrTdmVQvoCpwBpG5TOwYIyV9ihIFnmYArkTOIoiR0JcjRITWnA9lxMpljEJa1ND+E7iJok83wmE8HW/gYbd76HdANmccIymaOR+CbFfv5LCh1j8hIROFWJHxcVldSurAv0JKuCtGMhIgeMQXuSg0vFoCzw1tdZnJ7QXd9AupI73/sOpiFIhaBu9UiSU5QpSeowXQyI4xXz+QLmKW6ouL63yeiixeauJMnmYFmEYZOitDm5SLC1Q79/wJ7ycPM22WxK7gY0I4nlpVz0l5gkR5SaXAmub7SZOx7EKYFtmDklmeXw7ndu0T84JTQFx6MpDx6us39jm6dPDsj7Bq/n8euvPmO92eL85Uvalsa2PfY21ynGI8aTS7a3OyxPnqJ1wlvfeR+LKaPhgpfzAePFmNxqUsQJhesRNeu8/dYtzk/OWPUXaA3TRUqrHZLNU3RWYhxDaaccn0x5fvCS5Srl5dmId975Af98ex/HixlfPGG2yAlEQVZkhI4DNcEqK1ioPqPTMzxXsNd7wI//9R/y7LOP8CMPO4DFsiB0bCxtk+QZlmXTaTdx6yHlsARHcH19k+N+n71GjcPhDIOh7QWsVA5SVv5sqnKbWGuFvFhMUVqRZyWua3E6nVP3Xc6Gp5UQ/WCM59Q5nw5Z2wop8VgtYlxtk6cFvZr/jw+oKkhxS5tEzViImPE8Ji9KHr+YULd8trcDLg4nCEszmF7iRAYtFaUy5HmGkA6bG02EFDh2A4xhOMqxyhuMp18zjwSXF3OU9GiLGo3Io7u+zunJUcXrNZotP0Rjqh0CWeE3BRijkIFNrRlwfbdFkStm85KL/pRb15usb7isEkl3M2Q5Kjg9MhyfzIhqIY+ev6SzilgscjY2Qu7eq5PnMLxYoIwhjQ0nlxmLRYlyBJRjdvZqLGcFN++2mSUrHNumdA3ChiSZMhsqOtca/LDXIgxv4doB2cown3osghbz6SnJsmQyT5hMRxSrGGoCryXQkaZoQS/YxrKukauYje3r3Ko18esenhfxQe8ujnSwHUEYOhg0aRljGZ9arYvnuJSFoSxy4ukJoxeXWFg8OfiSi8+/hEyhlKa/nMFwSi4UWa5RGJYip1kXyEBSYmNEQpFBhEUJlEGBjYUjbZamxNMSoQQLkeBhEwoHY0umeUrk2ygsykRgl4JMg29LVvWCbK5oShftAaqSGCyKgkTm5CgUPuXmTVSWsZouufbeB9TbPrlwiOOUaZxUQ8RsgH/yFdIr0UuFjFxMWUmu6WWBHdqVTqwtwa/EUqyWVf0uYChCZutr1GdD1PCIbncTN5lQ0zmOGzFLHJbDBUu/JJcwmk+IlzEHLy6o2w7d7R2cLZfz0UuWXxgGBxkP39smtwOMMKyiJeenU6LIR+WQloo0hcLO8LdaDFczHGPjpiVFnmFcgykMi/mcU1PS7HbptkImk8tqwHmy4JIJk1HM5kaP5UWfTz894N6tB9y6cQv8bQ7OnrDT69G/uGD/xjbn50tU6HE+SEjzPntr+yRlwSfPn9OruQxPQ1x3RS0K+e//u/8jH/3Nz/iPf/0L7LpEZ4q79x6wtukynzqcHq5odzoUacp8FHPtTpuVKLixEfH86RlTM2Ftp8Xbves0gy7KLHl8/hxXlWysNfnuD7dJpiPOzgSu9nAbHl5SMk1SMiTtIODk9ID++ZT2VsG967v06m3+57/8OU47RM1zfM/FdlzWbnRJLscUhSbOUw7Pz3FdC+FW6vxoeUV0kSRZfjWwEpzPYqSsXCrEFeQqKQrKTNNttvjis5cYKhH3VsNwfWODesfj9PiS/estZpc58zzhO2+v/eMDqiklslEwy+e06z3K1DAer4jw2dsP2eq0kY7k8CTGoLi3cY1heUbd8Tk4mXI8W7C5nbDea6O0ohHWWOvUOT6ZU681ODk7IAwDFBF7Ox1u3gx5djBheOmAV8clQ9qVKLRtV57ygWNxZ72LW/O4eXeXzqZmPJxgjI0TOMRJwPp2gCPcyrveT2DbJctcFkuPD77Xw69L/LqmmLsUscb3LIQ06AKSNKOkZHu9yyqL0brA8yLOjhNMobEd2NqPyJYlqyzGTmA8XhGqgOV8Ba5hFWcsSouarnF9+wHBjRtsug8Im02ssINd66BVTlEkXJy/YL17AyfUV4Z3DmEoiPwuaMlsekg6naBGZySppn/6mNVgQKY1aFWVscbQX0zRi5wZJblaki4y1hwP5RaoXCFSSXurS1LMME1FMa02A8sWtIyNiCxMliMtSdEXCMdgFMRlToHGtSxWJiPPBLXAwjgWQeGhGyXJqsALbKzAILOKMOG3XShKfAwiVrRTD8cXCOmwnCdkaUH7Rq0SqWn4OM0NNh/8IV9PM3rrO9y9v4MX1CiNZrJcYdkeSmv88VPsyQFkJcZYCM9CTVIodUUQcCV6nlcUVs8GZbDWQ0xcojPDIGzxJKtjdMK6Z6Gu3yU9fczhbz5kEdjklsGIABEZlMroBAFB1GSer+jciCgKC2MX2OGKxcuCyeSc2SgjOFbU6w3m8ZwsVbSbIV9/8ZRrNzaoyYDPPu1z+84Wvu/gFhHpJMN3bG7e3GWUKb53Y5OkP2GWjljGisk0Zp44uORcHk3IE83NG1vYrkVYq/HVo1M+//gJG90my/mE22trWCLi3q17+I7Fwwcug7Jkt+dxcORwcNnHsxRaFbjNdY7OXwIONTVhLVlRqAU37+1z/+4eaik5G17y87/6lPXdDRzfIc4y2jWfqBYwma8YjGckqyVFqkBKet0262sdGuE6z45OOXgxph1By6/x0V8/gixlHttM1i2WRYlrfDY2GwhLM55qxv0BaXxBNBOsdzsMBzGB9JgOY7TRlFoRuA7PvzpEK02WFJgSdva3ODm54Ph8yu76GuPlDNsTeImhdGzMFQIgz0pUoTDKIG1Jveahc0GSZRxfXiBsqNd87t3d5umXF9Q2BCcnl9TCgHhZMi8TEmEIwn9Choqy2KrvonRGppdEIsA2Litf40iHciQZ5HOEJXEsiSMlkR1hlMGra3ZaNdKkYL6KKTPBaJiwvdli91rE6WCCp2yGK8Wt7ia6sHl8+JL9Gw3+d//6A37+ZR83XqLTAkFlWCavpPAsSxJGElmucF2Lu3eukxVLkjLDW1U+TEqVJDphfpSyvtbknQ+67O2HgKLV9LEDQSY0Ts9ltlxi2VVPr9fp8fL5nCJYYmfghw7T+QI9k+y/3cRLPKJ5D6wZZ6uYVkOyu9diNFrgyAhjK5TW5AVM+hd8eXTOk//LiJr0aAY+tVpAbaPFdqdL1Kmzdes6qRsxP08ZnD0nHU8pRlMuJlPMOGGRLUnylKxUtAKPJE7xlCFXBlVWuqy2LcjDb+z+pIRQGTI7xwQGagI1MwyWI6SqXAPMlTqh0JBkGeu9Not6VgnHuDZGF0ySkrDmol2BMIoCTeQ5IMFKyor5lQsCaSNW4EkXO5NkFCipKHNNqkpE4TCubyHjmFoec15KinTOD6JrNJsBWmo8v4WVpHzw4C26zRpWEJLlislihTbgxWeEB18izQqTXg0GMgWoitPf8DFJidXyMXklLCOVi/AkpU6QNYeJcZmUHq4liXyHIrVojJ5y8NUh5wdj0q0a3fWQZsfFtQKOjg+4WKyory2ZLBbs7e6RrRSHw1M4KckWIDo2XttmPJqTzktmOqEswLEs2r2IZVowW2R06l0uDmZsbDVILqf05wmqu8NweMr1777FVjPgdDnGNz6ff/WcXr3DdrfFySgj2N2i25Xcv32dNNW8vbHLeLagtCKisMbb6w0CT/HsyQVHgzM8bZMlAr8dEpQ9eus7zGcjFtOUzU2HRMVMJynNZkCwEWAsi4ff+5e8c3nE//S//CULKyN02oyWMenBObXQox65bNy/xnbvBqPpGHl0Sb5acfN2hC8btFoNDg/OwOuTa41lZdTr65wP+phcM81zbDci7sf0Rxn17ZDjJzO6NZuNxh4ZhvXNTZLZhEeHp/i7DSzfZbWYV5N7I/nh93/EJx99wmn/EgxIW3J4XA3JvcBhaytA92M8y2eSr1jzfQbTOcqoSgD+Sk+jXYuIs5y8UJWynVb40iOJc05OpqS65HS0pMw0he3w6HxAp+1y906HrfV/Ag7VdSyePj5Bo2nUAtyZpOs0YU9CuyAfGaIgRFsFrqsxRlETbVZiCbZCCoder4OwNNJzUTpjMJoRhBm2bVEqF0+WnE2PMGUXaQUMxylRzfDf/Iv3+Kuf/QZ1Wl4JkhhwBE7gcevOBkFoI62UIhesmEKhqTV90jSmyEtUIjHawbOhLBRCgBdIprOcYrAiSxRuKKk1bJwauNolLXKWakmjJ3jyLCaQIUJoSimxQotlKUhmMdnqmOiWYHenhnBKTOHSbXexLJvJfATKojAZVsdh8bTksr8gi0ouRwswBuvJccXcAu7d6LHR8ikTRZaXLOMEL7IppMa3HQqhsF1B4AlyKyOzCxxts5QKO5KUK03kWCwnldVK5Nm4UrBMFfU1gWko7Mwmzg2Ba8AHbElpKu3YvFAUHQe7WGI5DgiFrin82CJsgLbAShQ2EgeHWCmWs5JO3ac/F7T9BsuaoGblXBoH1enh25e0XYkjAjqOjxSSXDfIVgqhY6ylIdNHHMUWRagppctb17eI8xmdmqTUKctZwsvxgs3QxYwPKfsvEEmBsSt3V5MqZC9AL/NK43aaIUIHHAmFwiQlpbOClQZbchHUeZw2+KBd4k5jgvoG6uQFv/n8CwYrQ70TcvedDUoLTodjrEQwHBlWZYK4KGj6Nt6mxRefHZEUMa3Ax6q5qEmJZxxKpbkoYmIdU6u5OI7LvLRJTZ0gFNSciMtFwpdPz/GExY/eu8GL5wPiMmf44phP/+MlyyLj/t1tfvKjP+LR4SOOLi7YvblJo7mG70z5zRef04xqJCXsb22wdWOTy8sn2AMft2Zx68EOvBzx+MunSOFTJ6EmbUZnfdLFimDNZzqZU5Q1iiTF2SgogUbQ5tOf/Tn3b+7x3R/9MX/55/+e4HrJj//wOxw9OmK6Sum0PNL5knF6gik11/bqtN0WaWwoCRAiY5mCShfcu3WH06/PmKwU02XJ7721z3qa8enXL2g1fNa6Pu+/fY+z/iVxmnO+OEXFKbqWs0hi7t6/wcX4grWuT5rE5Jlic2uLJy9esohjHMfDsgVa6SsdVJvSKF4eDihyA2FGkecs4gQjBEqoK8lKgXCgMArrikVZsacgyyuO/nS2RGnF2dmEZhSQ6SV5qujVOywGGSdnw398QJ1NExr1OvPFkmF/Rc+4JHaK9krW/Q0uijnXrkX0i0uyrCBXJXG6JPICLOWRxoK9jToYzVl/yHS2otbwaITroAyZX7C+4aFySZYswCyJvE2On8SctQ74znf2WexO+fyXB7TX6vR26yTTJfNsSrjmEycJy0mBLQWutGn7ikYUcTYYEs80W1sN2l5AbBJMZigLzWyuQRXsba4zGo/JlpqNjYhJkuDXBfiKmgy4c6vD4DxFegFdYTMapFAaVJBxEZe0Rx710mDbhkQqxtOU/f0m7WYdVUryiUthGzzbYffmLpPTAQUKYVUuAMoylEZzMZsTBhpjA4FF4QpsDSITlF5lM220QFiSclkSlTbKgbprs5orbF8QmxLpCTzPrgD9ica0NcrTWKayunbaNjLRUMAqywmEjRXbBIWF0TbKOCRnCVYBRdNDpCWWWzKTDkWjpKMFWllcmh5x/4DGnQ6TviFe28X1XFwXikVCvdmmXTQoHIuLRcZYS4pcoVwwytAvHCK/yiiGuUWyCPnBO5tY27fY9Uv+8s/+jPe/+z6OVbBlNSm++AXSLKHQmLISURGuhckUJlPIhotZlRVeVWlQphKkDhzUMEEFLnnU4/GsxPEDns1nbNfX0IfPUGoEmcV6z0X0EkbjMWnhMhnGFGnGtd01jvqGVt3ncjDkN09eMDcZa+vrTAZ9Zv0pTb/BPE2o91zSxNC71qUeSibDJXGSIKKIPC9IywRj2dzZvsFXBy+ZZwlB6NLrdnh+2ifzHO7f3GO5nNGYnbPuS9LrETpdIFxBHKdYxsP3W1y8fEF4o81f/ce/4Md/9D67nXV8k3I26LPVWyO55eGoBSKI+PUnn5PMltzY7XKntc9ff3RMd7PO8fElph3SK2vkxRHr2z4nq3NWUyikZj5eMRzGLJMMx5LMVwHn51M8M6XeafGj61sU+ZTLWUzYavLycMaDB9cZzFyOLi9o7rTZ2uzy5WcjFmlCO7JZ6zhkuUTKSntjcLTAaUmy4RICl8vzAbW2xyTJMAouzmbY0kYJw6TfJ68FxFmC4zgorbBti8C1iYsCKWyGkxW25zAfpSih0ZZG2kBhrtZHFddWeUbo++R5jlK6mvpfieHneYnSFYtyOo+phz46Ezx50uf2rTXOjlf/hIDaV5zGfep1h6OjmKGT4/iCjufz9ckFjWZI09ogdFykDZ4TUZaaeZaynBVs7TQZzSasVhlxnIOSRF5AqQsKZajVAzzbprNWYzAeQ9Ehjlfs364TFzGzUZ9WK+C7P97FCx0sTzCNNFHNpVYLWcYJo5HCciS3d7vYlsISPkr3qdVdlFAs45IwbDJdzugPV+SxIF5Cpzmj0/VxbAfLlrQ7AY608YRDbMfYjqTbCylnAulp+rni9HzAOw/buHaEVoLjwxk395tc9lekuSCbGxIrQecW7rJF4a04Pn/O8WmKpy201EhtUL4gtB3SzFAYhXnt/ipwi0pg2nIk6ZUhmLAlShfU2yGkgkwlpKKEho1YalQkyJYKpxCESIwvsHOXfKLxUgu3FzJM58TKEFoOtdzm0ipwoi7ucoXMNZfpivaaj5vBtLaNg2HNm+HaO0QMSVSMzjSuvcZilWHXQvyZoSw1GSXPViXGQDmdMSg15kpDNrclxhjyWU7g2gShTZoK0mgNr1Zj++51Xl6MKdQXZLv3OHp+xujgnJ/86CFSfYWkqFwUSo1wJFbbxxQaGdiYQlXDqFIjmx56VaCGcWUpHdjkrZBPJgGOFKyHLktdsh/VWZx8zk//w88ZjmbowuDX6nT2NjlfniNZYfkWOjV8+eUJVtRiq+ly+9p1Tg+OIVa4PYt4pWhbAassxgt8xKJkPXARRcxsWOlvlq6Bywu8jk8/GaMlPD5eEtiCzz47wy8N9XDB7Qe3uTiboHXCu2/dZjgYcDGYc+/+LqvVivFkxiLReE2fWCy4+eAaodsgqCm++uIFR+oRN3Z3yHKQmwt6azbTS0XNKfm9d9/m0dNHNPcfsMhtejc73N5dY2vb5/PnRzQfdGnV63iWxo7n3Hq4xvXdLpYn+OSjMz78zSfElsP9nTrYPvl0iF2TPD5Iuba1Q54/47O//5of//5DkmLKRnMXOx3jRiUNr4FvJF9+8pittTb37u9iWSG//PlX/PXffsTb96/z5dNjhLKIckOz20BEIRvbd/jLP/tTsqIky4uKFo5FUeQorZBaIrShXnPxA4/5WYoWr7R8K/CJQiMU2JaD59gkZUppVRBGgaDmOuRZVf26vk1hSspCoayrNkCpAAFKYDsWBZVwUmMn/McH1FbTQSJphT0G4TFrnYjVMuPFyxVe26Z3NyDPFVpqWrU6SpXEScp6b5t4mYCAVthiOj3FdS2ClgMCPNdhc63LcDJmNk+4OB3gWyGD6YhGo0VQK7DsEs8OiadLwrqH7wWUZNy6fp0sS4nTKa4V0qu7RHVJEMLxaZ9rexusd5tcXszpek0WxZLz8z7TYUGj5XN9t8l8tqKkqHRJ3RVJbFGreYwXqyvNUkNU91guVhS24fRJQlR3afUcdGkzXhrSOKNQLkrDbFaQx4ojCZZv2Kit8XcfP2MynLPUGW5h4TiSQlfNdZNLFkVOhqHjuCRWidDg5wJnrcNsdkGgXRxhIzKB9AR2bihVgcwMNhApGxV45FZCMJM4RpB7LiqF0+WcG82I/qKk1C6NeEGtFTLLCtJgh5qc4BqbVfctdDalY+c4Y4Uf+mRhhFAWxXTESAmyXBFnAUYGoEpyVWLVN/jiXKMtSbEocBz1WqDacQxhq0aelri+jbQlNT/CkhZhr40gw5EhjhE8OXjBYjxnPujz+BcvsMRP8VCIUnPvnQdc32pTTIZQaGRYidnoWQZX9D9Zc9GrApOUmMh5vfngWAxSTe5GBN0N6uWI1EiuOzmDp1/zs5/9BoHh9s0WWZxzcDHh/DAhciW9a3WKwuBt9sj7Yzq+xfnBBZfxko1OjdaNJtPZBI1FJjVB4BJ6PsrkbO+tc3R4SRg0efL8kI1GHcv1SbOC7WvbnDw/J3JguirISsH1nSZh4HD+9QGWtIiaHT7+9BEP79ylUc9phR2ePzkD20PX29jJHCsK8IOQOB6RXpyj3QDdtTlaTLDKCH+lOZmOGA9mvPeghnQCbt6/z6qc48gCHE1MwEX/AJkplsMpqiE4OhsTy5hGOyLNDN2Wxc5em/fe/z9wfNin1gzxGhknl7f59d/9GhXlLJanGAzvv/MQv90gkCEfffxrzg9nvPXwJocnj1mlKU3XpdftsphnHAxOibOUItH88tePWcQpre4WpSnIV0tqKmXGE9pRgDSC/mhGUSi0qATHhRQVsQiIkxyVVuIoNd8hyRVNy2MoVpii0rc1BnJVIKxKuU2pSm1qtkjQpcYLHQpKpK68j4qsxPYskAJTmEp17opNeHgyJn+lMP+PCahlWgkF9C8GtJsuhSjQuU9rT7Gz00bnErtpMMJiNJmTZEN82+Hl8XOm05RaFGGLFjUnZm0jokTgWQ6rdIZAkmUpvU4T2W7jBQ7mCJJsRbIIaTV3yFyNFdW4OOlTiglap/SDhHrDp93xmV0I6tEKN4RFMqdIJeNxQq3ZZL4YsblhqIUB82mJ9kXVmyRmtkw5O455+/02yVRRZoqL47gqwwvJ/rUGWZ7T7oQsRxCrOfN+TqFs5hMYzTN8V7KxWaNQCq0kd+/2kGFKWWgSsaR0Yuq+T2Q8tFu5ljpAkVYW0+ZKfzNdatzcxikrQWm37SBWDnZmkLZmJSWrwqJUKa4qsJ2Kaidczdx1WNrbdK2Mmoi5qO3iqoz+YclGx4KkgRVuUIumZDokCjOK3g7ZpESlGfF0wayQnBUOZaroL1IwKWVRAhrLjtA6wVCZAxpjAxrXszDCwRIavxHgejbtbo+g1cAmZ6vmsqKOJy2y+QVlUhKrlPlsRZEuKYsZbuBw/eZ1JhenJNMFo8sLGo4DjkXk2fztv/8zuv/tPyNwbLQqwBJoMmwrwGQKpSohcJOWiJqDWeTVY5oBA+nzReaxVTZRRYLn2HTsJWpywdnxKRtrW9gR+HlK3lpx6+E9XpxNaNQtlrMUaRyOj8/ptEMKU1YeRZ7LeJJxo93iolhRt21mSUojcsmWMfW9NsNZzu37u3z45Us211toaVFohyJP2dYZb793h9OzU+YHGe0owLgOo/GKxHcRy4TRfMTpyZjZ7PPKP2wypVilKCuGeIntNbGuNQmbER2/x2KSkrs9nrx4hPSg1dC8PHxG1O1x4/o6v/rwS7TlEDgRQSTYur/BW9fuoEVButlFFYLtrQZfHR6TLy22NtrkmcGRBccXS9K54Kcf/Rlud5OLXz2l3m4SOTY/+N5dKAsKlZOXmnF/jirmdDZ6LMY5P/rxd7FEweBwStTt0G56XPQvWZUabQS+7xI1G0wvLrCFxWwxZqMVMRkmuNtdIs/ivXtbPDuPWa5y5vGqEknXVEbKVILqWVniehau61DrhshpTmrUVXUkkFZl/15RuTXNKMQYQVZU2sT1uk1WGExZeakJBLZlVZbxABKMNNge6BJUbJjP/wl6qC9eLEkW4DSg2bGxtEVUt9je20B6Bt/32Oxtk+czZOmgEoPtxEzHOY4tGA/n2MbGMoYytklNxrPTM3rdCFU4uH6I5Qg8p3L23NlrkqdNCr1Cyz6/+vCItXaH7c2IRrjB82dHFCqn3y+5PCupRx1IcxKjGU2m1MIAP4qQWLzz4B5pPmc0mdFuh8zijGSVM52UDCcFvmNxerii22kymc04OVvwne9c45e/PsESgps365TCYrSKyfOqLI+iOoeDhHrNoVUL8B1odR1qdYdARCzyAtcROMJmfTsiD11u3d7EZskqcTg5HpOtCoo8p8wNhdK4nmAyzDCqEpz2/QFJr06WS9plQl85OFu7bNhnWCXMrYBaEIHSuKIObpvx2QUrakRejcnKImi2mXslYbjF4UIxGoUUysayPczkElNWcCJtz9FljuV6SCkqzx3ryu5DCtywhh+5aA2dVpNgrcMijrEt6IY13OUAtKY/XNCzcuaLFaOzFwy9Jn6zRdCqo+OEvIDI96nbgqjRI1wNOJ3NMKenDL84pJ3nHKqCEouVMPi+zbvf+y5qOUFJWQXKTJO6BZHxEJ6F9KkGU6FTWWLYEmNbJFmBESldp4drG5AWZp6DdYC0FUaknJyN2FzfwI8cHCImlzGRcFlr1ymLMXqs2Ov0COuS1SSjtdVBL2akccZ6t8eoP2aY5bQbdXRoiLoWbuhSDOYIr0vkuoTSZrXMSHVCWhScPB1QygG2a1HbqmHmhpeHIxaLmK3tbXb2m7i1AO9yyclpH+lWxASlCh7evYvjuXS04vL0OfkyYLVaIJw6rl7ynXdusFyuKNMlIqizvdFDFA4//MF7NNc7fPjhBc9ODhhd/C3f+d6PyeI5D956QL76OZIMKWCuJuyIBueXE+LZjO/90R9wJp9iH5ZEoeLmjV1qvRo79TbPBytW84Sdbp3F9ILpasSTx3P2tjPSpOTrR8/wIpiuMhaDFW1/m8Iq8Z0G652A0+Mz8kWFxbX8yiNqPFsiFJwdDpgvljy40WI4m5NkWaUJYoEqKw8zIcFxq1ZdrjX10OPm5jaPxi9xg4BFnl31XhV5WuB6Nhi78o8D8qTE91xmqwSJReC7LIu08mOLApIkJ9WVaaVr29RChzQviHPFcvFPsJG+c7fNLE1pbUi8MmA0KokHKw4/L/nOd/eQfkX5ms5WLFYpIouIWjWCLY/JbEmzGZGWMStdQKrJVjbxKmflRty43iUvUlSRM15mhI5mskqQSlKrNXn09TkpDgif5wdj2s2cUuQ8uH6b2WrFF89fouWMNCuoORGdxts0uytsyyVZLQjcEFuGDC8usHcctPI4O52xtVUnWWV40mE4Sqm3WuRK0lnr8uiLCT4ug2FKEEoiv04yzdGOIYxsCiMqfdVUUaiU84VA64z96ztMzlb09pusFhnTaczGeoOnyxlHo1MePmxRx0NEHnvb+xx9fUE60hwt5vhbHqeHc2odgV5ZbEY9emu3mKaKPBtjVITTXWcy98iygky6XOQSozUqTdD6EsuSrHILk84wGqTV5Hwp0Lq42m1dEJDFKyzbwY98lPbxPBe0y8b2Fl7kgeeT5wmbwf+PtP/qrW7L0jSxZy5vt3f05Oe/48+JyPCRvitRTlVZJfSFIDTQN9KNzJ8Q9FeElgSoVd2Z3WkqIyIjMvyxn7f03N4u73WxT2fpQhUlVBHgBUFgkwA3x5pzjHc8Tw1JU8mB0XKCQCDFJcloyHI2ZnB4hzCYM45DJNtFWCZmawBShqx02aFi4w2pgojJq1folsTF2Q3f/s4n/Opvf8m/+Ld/xtWnv+WjH3yT3BmiVDLLTZ0wy4ipWAUZP/rZz/nDP/4YO1mz1+0gVRJmqFHpW2KYbGpUVUFVFQhTRlgqL4IGk2nAHSNhT6+Q5AK9vCQpfCShcHMzw3Qb3HrQ5N4tl/HlglG4QdIlVtMIx6vRsDpU4YrhfM5kUXJ4q8eg26OR9oiSiJU3RdIV2l2TSiowdYk8yfCliL1Bl5cv3mLLCpZbY+mvOOh2eHp1xSrccj79IKVuNHjw8D4vTp/yyfvb1czldENtUaDYBrKuYBgKtZpDuPHxJwtu3d2h3IT4kxV1BxpWC6dbR5MKbuZjlgsPkVQcH7dQKo2kSunVDbpdl1rzNR+392mpLvPlFb3ePpWIODw+YT6e851PPuTnn37OeLbg3YcfYqkyRTAnjBIObx0TioqDdpeIGKHBu0cNHj3zeHb9ltJLeefuLU72Ey4vFhy9M+BwZ8Bq4xGejentNQnSCLUyKL0Np8s5Iq9wNIPLPGSn0WC6XKNIMp2agT3ogyg5e71ktd5Qiq2OuCpAkiUUWUKqBHXLYBWGtF0LVVN48fYCTVPpWiZpFuPF2wJp2zq2q+HPkq3KvJJA2tLSyhxQtjBKSdtq4U1NIakKVLaLL65psdNqc3pziaGqiP9vZfH/j4/fSZv6P/4fPqiyDPqDFp9/fkHdMJgvArJEptEXNBoW7WaTOPdJQ5V4leK0FdyWwmodQVUR+BHrVcZ7D44ZXZfItk8cZWiVg2FpDC+XOI5NsyORVjCd+lxdhUynPr4X8t6DPcy2wc3VFEeWub/XQm4aXFzNWc635qX3372PYWageKiajCpbJLGg269zNbyk19Z48XLF9WSDJBJWQUW/XWd+s6KQBFrdIIsKoiynX9OQUMjSjDhPGfRUZFXh1WWMa8mUubw1QdYNrhcL9vcMeh2DdqvGZhNiGBqyJDNfROiyxvV0zu6eQ1VspX5ZoPH68ZKbZYChyRhtnXAY0r93h7QQBJWCrlkoAoIkQzUMHNVDk1NqWo2r8RyPNkXxte+o2sK1VU2iqCQkRUFRJWp182sjqYlZrxOnCa5lkyUJvUaDqhIs11MqWf36Cl1RUBGFAV19+8TWtIpcUuirFZlVp9R1ZsslrmaTb9aE0ylGFpGHAb1ej9HsjHa7hvBVpCaYAdgtC7HKUAcG1apC7ZjoxXa3fnMzYSOnbNZz9t/tMr6ZUskGX3x+jaLbfP+HDWRJwVEtZF+ma++AVlFlW/BJlRQgCzJDZhPEzNxjtEqiEZ+iGiplvmQ6XvD6zZxbt7r44Ybjo31uptcsrnLyQuF8GtNxKsyGTJjB1asJpqzS3OlwfT7mzu0jInwkIXCsNuO3l7RaDZaSw/L6Nbs7Ll4WUndqlOuMiZfi6hK27fD6+Q1hklPKUCDQVPjgg/cofZ/LmzFGr4laRHRaLrqq8vLpJaWsoioVlSJwavusR5ekaYKi6Xzwzi1G4ymLcI1emCiOgmMJajWdVJXwJiGVbPKth7eZza/wSo3f/6Pv8/blE06fLTg53uVnv3pC/7DLR+/vkcUa//1f/HvunPQowphYr7Aliw8f3KHVdTifeshCsJpGNAydm+EbrM4BTVNQojGeTwiLiFZd5vpqztXII9skvHN/n4nv0+8OCNIIhMb1yKMM5kiFRFVAlKVIqg6SSpVsqVKOpfDh9+7z9Ku3XF8tCaSSssy3a6KKul1QUQT9mkNZVmiyzDyOUJEI44y8+LqXX0IllyiqgmsbVFSkYUFelghRbTXxVfH1ZB80VaGsKmzVwDAVTEdiOgtJkoL93R0MNWG82FAVW+3QzdXyP482lZOBJCNJOf1dh/OLBVGwjeIIIVGUMZ6/JvIL2n0FIRfcjNYc2Q0CL6LTbuBadTqNkvOrFZt1RTTNKPyUhi2j6mt0qc7tWwMkK+PscsTdu20ePjjh9NzjN58/YT4OcNc53/z4mIvRnOfzFban8s2P3ufzL1/w4GEPXZYYLyOUVEGlT1COePV0RBBb2JpOEBZ0OhYvRkuMAgxKppMlk0WIrMLDro3eFKyngtU8RVQZmiGzWIeUWY07dyV2ewYi1zE0h/n1lKUKjqFQJQpZCp4fE4TZdudYUpheKmR6SrMpk6sRqa+yWhhUJNz/pMZBbtCy+nz5aITct/E2a+pdk11bxTJ8XCdlE0VQNGm6JbJWkiQTNMlmnJoYDRfFMimikNKwAYlus4Vu1xBFSkfakFYaZwufYOmTzS4ZVwXCbJF5G0pkKm37DuiYJrFU0SxTlrZFrZCp54L55SPqvSbnn13x8GGHTx9f8tFHhzz50Sl//K//hM++Ouc7f/oNXvzmKT/8/Y/55f9rzLv37/DVTx/zye9/zOf/85fsf7DHF6cv+OT9B3x1+ZaPP/g9Hv/Fz/jG/+pPuXr6nAf/9AGzmSAIQxzXxaJip2aS5QVlUOKxIlALWmaNwBKsJmvufPAt8nhMHmwICpkgNPAiDyd6g+0mVHJKEATIkoS38Ll96wDT1FHNhCRNMJUuVl3GdVJ2jmPCYMNkFmJS4+HJQzAyAi9hcLRPrWcgxwXBpMCxNGa6RBDklOGEXr1OGPoIJUHyJc5uVhzduo9jxjx6dUklg6RDVUogqXzze99heXmKEILxxqNl6oBC5HuISuJyugZZQhTb7HSrEXBy0kIzXapcoogSricLDk92mI2XtJ0Omi6TSwHBJKRMVQbNGmVSMRnG1A8GnD7+kv2dOumex/DqGtdRyKqSq5s19+8c8Sd/9D7EGlEU4scLbLODn6XocYwsAnb6R3jj14ymQzS3hiUkmo0GXpDjOjrZLOD69Yo8haNum5HkE3sFm2nGTsvk3sEutipx/yDn7PVrKgne3oQc7xyxmq5QRMH+J8cs5zHjswt++tkpyBZ+OaPluCxXHlWekeYppmlQFCXjRYCQK1zbJM1zymoLeVEkmbTYKtNFJaiKimAToWsKmqaQpQWGqlFQEkVb8JOiyFRqiSYU0iJHFTI3Nx5Fvm3Whv6SereOyFRMXRAR/84T6u8sqN1Wk8++uMJ0VPIsYadn42kqo+GaOAJZFURxQDaraLRNNEPGMBUM1UBSMsJFxZ2HTagEds0iDgquzucswoLBLRkvLNELhcnIQ6snNGsmNctEomBvYHA9qPHy2RRNb5D5MYqoCIOCo+4+eSjoDtr86pdn9Pt95JpEuogxDiNUU+bd9/YoFZjPPZZXATVjByncrp4JSWI1S7EthUbDIClylucZiShw+zaVl+EtM779yTHzZch0HNHsKAhqXI+GZFqCpCp0ai5hWCLLMnmWYWg6y3VJwwWzJRMvF1iqjZFpSHbOva7LcDyjICdPE6pGyA9/uE+alcTJeusRV1Zkcoyr1kCtaNkFXhRQ5uAYJoPb+7yvZQg5YTJfcLbSWFydIwqZqemwUSzu1lTSVkQhXHb0NiszxbxzFy+J2RMSZqUgFJ/nF1fYpsHrF+fcf3jAi6cv+cG3v8G//6uf8C//9I95cTrkX737kMeDDQe9Hu5HdVy1QH5vHyuLefDuCdlwxq29Lhdf/JbByS6RLHHw4W3Uos7g9i1E2aC9t0MR6tQsl3Q1I3IVSkvC2TWZPp/w+ZtTvvWtO6wWKzruQ4jmdHoKP/3ZObePmuDANAp58/ZvONo54fNH/x1/+M//DL8ymeptzHqTLOwwefsV7aSBZE6pWy5xHOHUXHx/ytVFRazmvHc8gGrFdL1GkxsIvaBWt4kri9PLIVK1JvVyhJAxVYfzUU5VhiTrBNVWCXWJQVPGTRoMVx5KqSFHArolDdtiObngrZewTiOkUibwE3RVwTAV4jLiZjnGbfXptB1kxSRLA9IMgiSg3qyzf7zPV18+R7NUju7c4c6+hmbbLG4C/MTDaRqMJivqfZPFaobstNlzB5ydfobs2mzygMvxJZsso56Dev+IXgL9vT5XkxdcXo3QogLLlvirv/w7DFfjZPeAbq9OcBnwZnLKbtVjs6zQzIpXcYI7aKGmBr/69RO+916Ly5sLrhZLyjgkWMWUWcF44VFKEuugZKWsUHSDnf4Ou12YjTf88qePeHF9idPu8m/++Q9RS4UbfcR4MuPzXzxj/+iAOx+8x6OvviLOcixNIYgC8iJHEhKVXJLmGZqsIbRt0kUW0jZq6KjYho6cg5dLFMUWPh3FMWbNIK1yLLVCRyZMt/MKXdYoRYmlq6QUZFmBVEksZwFltYUsSaqg5mrkucR84aHqEu0d9XcW1N955f+//l/+qDq7uSFNCrzl1+qLqiJLKvJUZv+2RRqWJHFG4kHnQOXmbczecQ3XsZEliWbPJktDTMWilFXKtCTPSxbLOUWmcnPhk5c5jmNh2RpKWVFmGd2jHtOlz/PTBYUfkC9ArpXb5nSs4bYULNPgyyeXWK6KYxtURcbD4xNu5jf0unWyMiFPCo6O+1yMVlxdLQnXIXGRExQZu4MGrqoxXQdolcBQFDp9k7O3a6I0I6fEVnVMQ6a/YxNtClRdodaWqbs2llsiSg2h5MRxwmqaoRs6J0ctRpMNSZIQBQXNlomsShRShiQEtmGQ5jlJnGI7OlSCoiyIkhRd2zqh8qJgtYzoNB2SNCX0c/Z22iBBGMfALol7zHBRkFPRsB2szQrcGkq0wdInvHo0Ymcw4MunF3zrG0f86seP+ON/9gf8+7/9KX/6nQe8eXPN7//xH3G+GlGGE2TVxYw05KbB5nSE2zYJZyndOwOClcf+/Tu8/Iuf0f3eMdGZz/G3P+Hp3/6MO3/4CV/83W/46M/+gF/89V/zx3/2L3n6s19y/K2POf35z7Fvd1i/WuIc1vHmCXsf7pFHI/LSZz3NSAsJpy5RxALhqwQFrIMLRosNm8jAy0xGb97iagqlLFAbTf7s3/xb8nafKEmoqhLLMGkVCatnv6YSCbpZEYdD+t09VvGIVq3BdLpBsJ00vzlfEi7BUhW6+xam1uL56ws6HRvXMvHWFaPVknUacXTQovAKVKvFdDZFmCXe9YYo13CI0XVBZjUx8xyn66KqgvHZnDgquJovqBs6miHTqjs4DZfF1Of0fIjtKnT7dS4v5ux2O2SVoNmzCIfr7WBE12kbFfduHaEoJlc31yhCsHP3Pn/7k1/Q6ddZT0J0U8dpuAzaEomXs9trYrctLk+vaHXbkCS8fntJs9FgtYl4+WrE4WGbb350l+lqSYXKwckdDNPm87//KQ/e26Pfb3B56qNq8Pz1U5qNFg17hzj0uZjfUJAxGSUUYcnCD8jzgr2OQ0zJ7YNj3IZGmupMh6ckaYnd3mV0cU5t0KPlquQbj17f5eJ8ys06omk7DNotzJrJ3//8UyxLIy7zbURKgrKoUBQZVVHRdJ2aITOd+bT3e8Sez2y0/PoQ6CAQzMPgHyEpmiIjaQVKqeBHObaioQiBH+fkbAs28tZXluU5hqoRJTGObSFrJXkIgR+jmTKDfZOXT9b/0Sv/7+T5L4I13rJiMUnR7O0e/fGtHs1mjSKRSMKcMtUwdIv9/V3SuKLbcJHkgpKIMI6psor1pODq2mM9y3jy9C2X1yOijYy/qXj4/j6NQZtev8bZxYzlSiIVNX7xi1dcvljiFoJOq87B/TqaadDv9lGVCs+PefT4lLu39jFMhSwpqQqdi5sllVxntgnISvjwgx0cV6ZIc/YHDvfv7/LgQYd37raRyorJOMBbZNQbNUxHYROVOLKOK5s0LJ04z9BqOrYuODmusVyHjK8jrs9nBF5MGEQEXkKRyTT7NqVImK1X2JaKP8/pdi2KsqTVcLYQmUKwXHuU5Tb5npQJebkFLydRxmwcsFltieL9Xg3JKvCDjE7PJc1T/CBiiw2d4ARPOQxO8X/9G7ThY379d/8z9eCGL3/yI3qSjqbE7NddvvXBQ3qKxR/88F2U8ZA//7NvkF17fOMH73Dz+DEPD/ZQL0t223XWF1c02gqFF9Do1okmczSlYP76BqNdIzBzms4AkRRIhkKw9kmiFeXGJ5vPUEqFmIzJckUSnjPbLLFtiUU0o3fYIZgMycZTXvz0nNRXePl6RL/vML3eYDkON+UpPkv0hsr3v/sQx7GxdQdL10lliSArkDyPZbShV2/RdGukeY6apDiLNS1dx213UdHRRB1/vUSXDJJYYBgSDbfFfCOxv/OQektHt0reDhdkhcwHD49xlDbLtcc6GRKEId65Rz0ziDcFZZaQeRuun0yQDRnTyDi/XjKNQ/A3uC2FuPA5fXXJaLpgtlzRrNexem1K2aDTO2Y8mjKfzRi0LKRSYjMPaLVtbuYLxrMpo9EEnwyvzCiqErffRlYchpsrvvvDjzjuNViNzzhstfjw9iGSVJHECQ3dIl76lFlE92AfU3Kw1SbZOkNTFbxxwtXZBBUFRZbxC5kf/+hLzl6NeXt6zd/8/S84f/YKu+GQZCFZCbffO6becfjw4wFCytCtDKoQ2SsIFwm39vbQ221UVaLTqaM3LP7FP/s9Pry3z15bo9bJefj+Lb738Sc0zJKTvR5quGS336bZHrCz06XTrOOqgjDy+OrtK7569IRu0yYrC4qiQEGhzCs6joPt6Ftoe5IwmW0QVcn6ZkHhJ1vOhyrY5BHz2AcBmqwipBJTVTAVHUmSkJEoq4owy/8RTk1akX/dAqCEvCyQpC20Owwz4jIDRZBXJUGc/s4T6u8sqJdv15wctZFliTKRsA2NNI5R7ITdQ5P1LEcOKwxV4bMnr4knJYe3OlimwXTmE4Yx60WAm7mYukGUerTbdaI4QXMyNLkkCmA6mTO+WWA6KvV9CS9b0Gw3cVsaURoxnK1YiwRJzgh8H7shs54HqIXC5GZKVZSUouB6OifOIhbhitUoQc4lvE2IqkpolsF6EVNGOe/f3edgv4WhVTTqJkUMkzcbklWByCtytUA1oCyg2a6znEX4QcbGS1Eq8OOQTZQQxTmrTYDt6OiKynxSIKEwnwZ4QUC/5hKFCbolmG3WaLqCt86Q0disEgQSPbvDZplApkD1tQ9HEeRFSeAnlKmEpklkSUGW56iqTCFl1ByVIJpz550uJ12Dj2/3+f6Ht7Bjj+98eIx/6fG9b79LeDPmzp6GfznmwTsPCJYeh/fugizTdF0yLyGcTynyAqkEbIXSi9FNgyopMFo18jDBaJmsX72k3WyzOD8nM0uuf/sZ7m6DyjNp3N5jenpOt99i+Nljjo66pCto7vaRsxadnQOimxDVrSFChUqyGZ/OCcqMYBZRhAXzxRXzcUh/dxdvLvP2zYIP3x1QO3Co3b+P2eqy+95HSIrMfrrBmV1wLJbslD5cfsXrx3/P2fPn9Dq7tPr7fPX5NelS5vjo92g072AbLVZrj15dYe5fYRkG3f4Beq6xWEW8PL3h008fMzpbM73MuDlb4mcpf/Xjr7iarLi6muGtM5IiI4lyZKWBW7OxVJ3jgy5dwyW+DIg2GbWasSVfZSGTiyHr6ZLPP/+Ki+GSVZgy3oRoikAxXMJ1RhSk1FQNTchbFoAiczzYIR6ukUpwK5WOVaNhO9xcLWhYMt56yXe/9zGtTp0iCfDiiqO7R/zk737Kj3/2JS+vFjx9fMHVRcg0CCkdlbm/BgWmwwlDb8ObmwVv307Zb3TY3emAyHny/IayiFjOzvjZr7/gNz+fk6QK3mSGd71k4qUcHN1GTnzqcsH737zFn/+z7/Le8S2ieYWfF9z96D3+N//b/x1Huyfsn9Txl0vcnSZHt/bJQvDShE0gMFSHNCvx4oI0zfHChEUUfj2jKUnzlJZpIgmBhMDVdLK0oixAUhVMVaIUFahsqVR5hZAFqi6RkyNkQC3IE4m1l5Bl20GmZWvkVY6uKtRqFooib5dR1G0Mr0qhKreGAlWRtznYAnLvd2ukf2dBlWTBbL1GCMH9O7v0u3UUSSGLK4x2RZSoqG6T9TrGkGSauzrj8QRVUzjY7W2p9LGCp1asVjlV5uIaPXqtFmWZ02i0ub6eogubSpbZ7XXo1132ez2oUoIAFn4BssLr52PipKRR1/HChKTMWEcZC89DMTX2Oz0GXYvbtzv80+/f4cG9W1CofPFsymgScvugTqutMOj08Vc+B+19RNqgrjeoWyo1U9vqZ0VOpQsqAXM/QVIFbcek3jTZxAmJUmBbCrW6St21yCOVizcejz4fsxxtWK8S3LpJkucktYh1FBN4KXqtpD+o8L2M5689whDW65jPv7rCrTuISsG1LbptF6mSSeMC09BIvQpFlqnVTJq1GiUlkpBZRmv63TpRvGD3RGd1PeXhnWM2k5DBYYvIi2l1DimyCkUI4igkrwoy0yAYLjF3LdJUpb6/hz8PsE6abIYburfb+Kcb3IM63tRj791dvKsN7VaDyYsxnVs9rp/f0Ok22VyvaB00GL54xt67J8wXPne//QHTiyscV+P68Wt2Hhzz5MtnHDy4z/mjc+698z6LyyE773RZ+An37j1kee1z7+CEcGPQaPV5+vgrGl0Lwy2Zr0+53w3ZvbWHlq3IXj+j16gT5xbh5Jz1aMryxWe8+sVnHL3zHpmw+e3f/gQ/bzEdBqTTnNXNAhWFMPCZLZaMpxv8RcD5cMXLNxcE04hFMKXKNRabiKvJBt9POTo8Ye9kl9pej0zRkfSCzp7N7l4DXalomilOXUXRdJ69GfPr5xdcjDwUW8HbxOiGhR9mZGVOmCcs/BWqtF1lvHuwT7vV47Dbo+2avHNrH1vVycOMlmbwyd1j0ijkzXTKNFhxufb5f//7nzOVUt5O5gSyjJ/mzGZzVASZVJDGKbPJDK+qYXb3ePv6NdfrNW9uLpANFUORWUxDXENDNQTvfPsIVRdkScbzl695/OgJ09GKuIS3pzPOb67odWRUIwc1QGnobJSYDx4cYIuYP/zoHdIsASHjBwFGTUMzFB69fMav/uFTNtevOBrsc356zWG/QU1LEbKOVJMp04xosWadxqRFiaZbZHlBmKXE8Xa4W5YluqZQt3X8OCUKU+I0wzJVVF1GEYK8LEFIKEJGqiTkSt4S/IsCRIWQoawqSkqKokCzZFIShFxgWhqVqAizGNtw6LTbFEWBgYoQCr3DPq1GB1PWcDQNqZLZhL97KPU7C6q/zIk2JW7N5MYbgqpQlTIH+22kEvb3Vb58ds7F1KfZtMh8yMuK6+slj55ckmYlw9WaPIXJ9ZQnX5xz+TYk3iikqUyS5Ryd2Ozv26DqjG6mRH5KnM3ptTsMpwtOTvZouDp77QZNw2K+STi92GDVTHbuN9FqKoYsoygKg14TKhWp0rj3sMHJyT57ux1ePxtzdl5hKANkTed05PHi6RSLitV6xqBhEeQxbscly1QW65BUlJiazGQyx/Myrm88Hj+fMV9GuA0TRTWYzgNWaYkfyfhpQUDFZpMSF9ttJqigkFivY5K5jJIZNHsadadgNQm5PA3wYsFq7ZGTkJc5b0+XhGHJ/dtH5NlW7xJ6BWlScDmcsFyEVEWBXMnbCWeS0zloknV8oiJEVyoMxSQJI8LLEXLTxJ8HaLsNiiBh/3CH0ctz3IbL6tWQnd/7JtM3Izq9JsurJfVmm+H1lP7JPZaXMzRNwZt7tG4f4YcR7s6ARNmiAqssR1dUguUKQ5FJs5RovcEybKxaC08pkPIAN02xpJxpvEFxK24Sn9sPPoBA597DH/BiuOLSrPOrqxmbTKLW1hkuPIIgod9t4BqCTwYRd2/voJsmi+Wa8flrNqMRP/nL/4knVyMsS+HlT74gmI5Q9JwXP/9rVAlWwYo0W3J2/oTLsxBVrrNY53iTAlNRkSSTZZriZ5ClGTutOqZQMWWZaDPFW65oGILf/+43aGsWnZpD09JxdBOERLdW4/07+/zg++9yb/+Yjz95QLpKibKCxWROFCVISOi6gqwJhCIDFW+HQzZBzNlkwjwMkKQc09GoLIfpLGC1WjEdT+ie7LGJ5rgdE1mTefvqGkuREZK85UGkc6Y3QyYTj8nVnK8+O2e/rXH6+DNKqcCu2xRCRbEshjdrgjglilL6dRcRl+z0HKqqokRG0Q0+/OSbOIbJbx6/5snTKYu1YDxLiLKK0XLC0X4LtUzJ1Yov31zy5nTEsy9O+elPv2A1naApMccnPc6vx5ydvSIvxnz7m79H/7jBZDZjM/O4OX3LKvZ4eTnEbgxotvuUmU9Rbq/hVbGFQreaNUoJrrw1clVhKSqSVJHnOVVeICOIsxwFaNgmVVaRpRm6qm4VKRrIKqQiQ1JzZEVCKCVlAWGaIRDkeUleVURxxHHf5dZelyhOkaQKu8zRlJIwTAiTbJuJ/Y+PnID/xJT/8E6dq4sVVVVxvOdQKj6rKCHHoCx0AmbUOxZ5AYt5xqKI0Vo2dRv6Ow7TcUrd6TAdB2SZxjvvdhhNxmiodDousR8giwGr5RWaXXD4bp+aK8NaZbWY8513b5HrOiYbmjs7qLWCIJIIsoB7Rz2MusSvviwJvQB/FZGLgtXcR0Qxt97Zp5I3WKaKZrkYsuB6HHC9mfDevRpZIvPlowVqJai6ErEEpxcjorCi29bR+nXkxZo01ciiCtvQsXWNrmPTa5vYZo3nL2bMFz6WVuK0HVI/xGxaeKuUuqWTRgmDgYsfJmz8gDipeO/+EVW8ZFH57Do9kjREkVMkafvHHfRtyrxkuYq2RPGixHIV4jxGkkHRZOKkQM0FSpmhNiLyuCTMIqRqjlLX2KxXdN4bsCk9avsGb/72Fbc/ucXwyQvu/eG3ePLimtZ7HW6eXNNbvyZXJYQqKCWwjCZZx8BsNDBci8SLUW2NxdsLQl1i9uKM+n6T5fUcbeASznzad/eYPn3D4KjF/Okp9VtHjIYzdvcO8KYV7Xfv8PrFFbvv3+bF9Qhn54Qf/+YlSb/Dz1+ckg7ucHWxpu3WGJ/foLQN+r0uirXC0Bs8fXqGzgpTsfjX/+t/yTr0kANotmw2v32GHCXYhz3iLCHxKhIgKyM6Bzp2TedydkUQKCQi4/TlBFPT8byAemOH0XqEbknUXJVnn11Qc2xO7t7ianZNKae0XQuExU6rxbNHIb6wKAOZ69GcXtum1TRZ+WvC8ZSaatBs1+jca1IvSq5fzFGkipZTJ5UF6/WaLM3ZPWywHoeMFlN0y6ZVt/GzlF69STX3KXWDVZzhpxnRxQTRbCKvNtgth1q9yT/5r45RJJ2nT5+iNVRUBJUtURqCe4e7zEY3iKqiSEvy0KMz6OHlEYpp0t+vk0o65dhndLFisfCpygqRw+RqwtV0yCfv32N3z4I85nzm40cJedHhk+MWuZTzxecz8Ao2QUZjr85+t4u/XtIYDHCtBkF2TW+/wy8/e8rB/iG9TkBNcdh1Bvz0zXNk26JUZYwqwy8yFv6aKC6wTJPB7i62knN9s6atueQkpIUgy0sSUihBU1TefXjM1fWMpKyQJYkyhcNBm5vNmpLt1Z9MIKoKWZHYbpMKipSt502vUKqCNNvqemRRERUSYSlRVBVqJbg4n5FWBYosUXzNY9Y07T//hPr6zQzTkbGaEqamEyYRmiKwdI0o2uCYGgkpkR+xKmOiuGK+COh3+1+vdJmczxd8dX7G6+sJb768wLFrOLbNZOiTVgqLxQzLzel1FMJ4TZQECEnCi3P+9qdfcv32NWpVso4zonVFvW5wOHCQg5y+aXHv0OLWnS6NjsP+rSb//F++x8F9h7PLU2arFS+fj1ALyLOAbquk0zKQqgaffXYNUolmStiaSds16dZc6rqGbkhoqY8qZGqqimOCU9fptV1KWRCmBcvlEsso6TQk9twariL44J0dLBtEmbMOY8IoY7lM0BQLRVE4OKwTJj5xEtGp79AeAHLCp09nPP90sVWcaJD5FRtvAyUUxRbh53sZNdsmClMsV8W2LRb+hmk4Yb1Zk8QldtOgftdBySRqOw6TVyNqlktV0zH3LeJNxnpxTZyklKscRzcIpynNbptwEqD1ZKaXM+4e3eX6069of7zP5mZF52Gb3C95+IPvMDpbcPvD95kul7SOOixXG+5+99u8na84+cb3eXZ6g3y4yy9fPqf5zjv85OlTsr1b/NXj5xiDh7x+M+bgwRHPXp1zeP8epveG/t4Osn+JWRY4rkxvt01/8LXSAoVBq8WvfnZBS7eRxDP2BwGOG0Kx4PjegL3DHi3V4ODeA3bvdrl5O0OTKqymTK4qhGt49vQMLymoOz2GC4+6Y7CcLNjbOWRv/4C+26M1qKN3d6n0DMu1OTq+z61332Wva5KGS/RcsDifEuVb5sDVdMVsDUnoMDnz8Ece12+uuO32yBYpD955wOBonz/8/W/yv/9v/2v+1b/9c9K05PJszoMHh6hCwlutmYzXXF0veXt2RVSlJHFALGtoqszJwYCVH+CtIq7P17w9G3HxZsabixWqZSIh07s9IF6suXu7i2JUOM1dyrLk/oMun3xwD9OUsGWdg1YdR1jEwwXryKfdc6jSrTqmyDPWUYglZM7fnnHxcs7iRmZxmVFIMk3VgkTBdmT+9Ad3+O67H6MLCSXPqKqKnWaDv/33v+bFm1N2mx0+6p8glznTWcDf/PUvebPcMAwCPnx/lzu3e/zT777HXs/m4quv0OOUWr2B7TYI1muOdvrols4kCLacCMcmSlPKYruXn5YFVzOfxSokTTOWfogsJNqdAVmak6YFVAJNkSlLiIOcIi0p85IsL5FlBZHJZNUWBo9UIQnBMvaRi68LqIAk37YJsrRAVFsmcxT8F+zy7/Zt6m4LxUmggjze5rvyvERyCtJIomUWaHWZUrIJNzHf/Pg2m2BBMgVNrzjpOmhFzunLEa/DlKjIadQV3B2HTs3mdHyFv4rY33uIoXlUhYKuWBwfWNsoFQWVVhFGGVGqUMwzWs06Qq7wSpVOvcV6mdDrptRsnelqiKk62I5ASBWOZXG0f8LF1VtsV4UkwJ+vabVchCqz27GYhRl5IOEaDnffsbBqBbJU4YUWz18PifyE9+weDASnbzYMrwpajkG4ytkEOYaTY7gyb8+nWJaM4xg0mzpBkBInOUol8eJ0japI6IaCVYcyhZWXk2QSHz88olqFmKbOaBJQyQJHt1E1i9Fyjr/KKBKNogiouRbreYhmZpiWil5oNOsuZ2cb4rTANnJGl1OO2ifIkUy5ynAUg2KW4+w2iEYRnQ/2WF4uMHcbTE+v6dwdsHx+Q+fDPS5/9pJ3/uS7PP2fHnP3jx/yZjLnw++9w1df/Jj3xIfcLHyOJZuxLGELi18sAhqzNVfCwc9jJorGfLUgMDt8Pgmh3eJyvsHdOeB0coGuq4zjgiIOIRzRaVYc2BVfnUXcv7WDatpcXI9otAQffvTHINdYzH7EH//ZD7h9v8Z8c03lh2h1i9HNDIkcbxOiHTTYcRQGH9zHajeZnM3Y69eYjxLmUw9Z0jFVmUU0597hAVeTET45PUVgVQVi7XH/aMAXT04pdIe9nSaOlnJQc/j1oxc4wqE56NA42MPzM/b3b/HefZubi5SVn9C6dYdwPufmcswigLrT4PbxAXLD4rCjIZIh4fwKyoJonfHLXz9HkrfvUR2ZvZNj9LJktvLIMp+jQZ13Tw55djmlXqtR5Dl5mvHNB7dYJD6ff/oITZFp90wsJAaWBUWFoqosR1O0ukL7sEmvbnF2PqLerOEFMUWuYtd12qjkqcAxTOJ0g9pqsVnPKf2IfafBcLRGb0t89I0+cRRg2j6XScTo85AHhwPCdcbV2GOTpSTnNzy4d8LdewecXlyhGvCN2w/54Nb7PH7zmuvFkvK0QPJL0o5Fp2Hw+KvnXAxXVHJJiEz36Bij1gLfZ+JN0RQJ3YDhKqXeVlE0GfE1b6KsCmbTOaoskyQ5jqGzTENWL18hFIGQtuzdlIIiL0FAnKYIIRBZhWLoIAriqNz2XSWZlmNSBRnLJCUvC2RZ0O52WE7nyLJMnMQgKvjdFunfXVCbdRfNyQnDgixKtgQXTWa9CVAMjbM3Gcc7AzbRCt2CW++0mcxuqNBo9V28LKZKA3KRc/vhCePLEUazwWeP39IeekTzjP7AxZ8VvH455+TIpt3tMp3NmIwXvHm74MN777Cazzg8bjC7XNNo5Vw+W9Hcs1icLpBNlzCMyXOJJAgRU0G3B5IkI6SC9z7oIAipZQrPX06oGzbYkGQQeBELJyWNNS6u5+zsOVi1FsvlmFvHLtdXCxqNJsQbwkDeuuplhXDjsbxZo2kyuSG42nhE0wK3raMrOq6rczDYI4gSok3I9WSJhsnp2xWqLnP/bhfDlTEsh3Czod+yGU9TLK2LrQmugyXR2ZRW14RyS1sqRYLr2NRcC1nepgEEgvUmou44dPsKi+ECd/+QqmEQzRLqd7oEM4/WnQ7Tt1OaDweMn9xw8PEBLx9d8Z0//H1+8t/9Oz74p/+EZ796SQ2LlWyRKYKFoyBpNaYq/PztkHFrj+njM8w7d/nJl29Rjz/k/MkbPv7ud3nx6CUng31+9PPf0r91wN/85jmD/UOe/PKXHN69z/zRI47uPuD8i1/TbjR59fOf886hzI9/9mOODjvc3om5dUej3hCMJms0yaJuH7KcXZEVAbWOjK/NuDxfbK2xvQZJ7DNdjHn8Ysj93T7WiQRkKFpJq1XSb7eZLkakVUyYp6yigJvfbgCIM5mHd+/y+Plznj16i9sxkaKMpJTo1y2CskRWIYtSRsM5R4ctPvxoBy+y+PTJkPH1p7x7b4evnm54cHSXLNuQpRvOkpSdkzZ/8Cd/xOjilNFsSXl9hjjqoJDy9Iu3KEIhEzlJkKIYKqohERU58+kY0oIgjKkUmFyPib0l63XM3fs7nL08p+Z2+PvfPkGjwmnUmU+mLF96SEKg6QpiDGl+Q5YWNBoGs5dLPM1HsmVOr8bUdQXZUbl3dIsqDbm8GCHUrUpkfnPOrb0umquw3mSYtowcB1yfpqh1jfHE5/c+6bPb2+N65HN1MaW116ecTXAdgySJuLge0+50efJqSKe1wy9/+SlZVhD6GcPzNffu36WIY072D/E8n1anhU5OLgqUmklKSdOE4TykKjImsxBNl5HzEsNVybMSQ9ZI8pKTO3tUQcDlcM37v/cxn/32C+7cvc+TJ18BJZVUbaE5gKLKVFT/SJ7KsoIyL8izEqkEIcPMC7cPuFICGaqixFuuyMuctMi2A3YJJON3Xup/d0G9Hi6xHJUkyrEsDXdHQc4t7FJCVjRce0GwiaiEwrv3b7NaTXCsBrVai9lywsnuHuuVT1l6REWFVLR5/XZEKsmsvJwf/eaU44MWFBV2EpEnHW5GAUbhUOY1fu/dO2z8DUEQEQQuo3FAoeiUlsRwFmOrNYo0IMsCejs6jUaDqpCwtDafPv6KZktCVCrdToegAt2EwcAglzXmozNkWUErXZIs4513H5AWFWFSEfiQrBUOjhoImjzPTVr9u3z+819v82hCRTUL0FQqqUCvGexhcPt+m7IIqNVN/MuEzkGXUTxFEz6F5BEmOf2WiWM7+H5IlQgODl1On04wTZXl6Yy1t6FiuxkynWeomqDKDLIswPczXEfC1LeZOkkSW7Zj5KErOs0dC0216PdlNq8X7H2wzzC+oH9wwM1sxL3bx7z96gyz3mZkv+HxZM61Xudnzy7wWk3+4SpGHNziZ0/PUe9+xE9/+yvuv3OHL4Yp3/nG9/nZX/7f+cYf/Av+3f/wP/Ktf/Ov+fFP/or/+lvf4WfP3vKv/+0H/OrJr/ij7/4Rv/ntY1pH+1xOZ6Q1l+dPn/JtU2a5GNJ1VWwzQbcy7nZr5EnBrz+/wnVU3v9gl5rrImshk9kIIRVYepPltEDRXYabJe/fGxCGPrLU5tZJTrfTZTUO8YdrCqugrXXBEwS+IFmbeN6aWtth7nu4uUKYFMwnG17kVzTaLoM9l/XcJyxykjABSi6vF5y+GaFUCnu9IfWmihAaSZyynma06g6vXwxpNR2WjRk1TeHlOuW/+W//nPXbJxwd3EKKfe7ekvEnA85T+NFf/iXzuUeRVghJgLQFC+U+uJ06ji6hKBL9rk1pNzD1kpfPhty+3Wc2mqAbFoWcElcZYZyTrgPyOEWooJsGtqkxWwZkRYaqaPhRQZxtqLXMr1GZKaks0CLBxdsL3IbK/t4uZ7MXKJLCO/cOeefBMcPxJbu7+/z888/RUhUKk6Zts9u1yauU0c0VV2cJ45uE9x/cYs9VuV4tKQoBmk2wWtPd3+MfvnhBXOS02316ukG/Y7MYD5GF4O3rM7qDLjkhtw4OOXs75PT5Y1rtHr07+2j1u7yZf05ZFSQ55EGBogo6tTZ+EGzRgDdj7t7u8/pyzhe//pKizHj75gVFkaOqytYjJaRt3rsAISQ0XQKp2q6n5hWyJlGUOXKlgLJlWSiqhCarmMLg7q1jLidXzCabLdKyBM3+3ZtSv7OgtloWQq2IgpwsL6hLu4yWE148XiE0mZ2+jlGColm8ePGK6TwgjCp+8AOFw71d4ijGcQzaHZesCPgivsStg9V3EEWOEShcjde0NJPe3gFZITGfrhkcObQUGdkIqOIZV5MFVWawf7vHy5cTVGTW0xVJucGtW5ycnBAubyiDAqfWYuhdkpcaVaHRcRukWcg7hy2aytbPHXkaHz/4mGa9xHEMnj6+IIhXfPj+PtNlyMngDperKfdaHWSpydUw5h9+9Cse3rvN1LvkTu+IrAih1Lk6uyILMoSiUjN0pn7AF58vqcoJ7ckNWk1hEXpYNYfx2zmDnmAyXXI9Cmg2FWxDwxmUzE4DypogVwTJ2gdbIaFicx5i1mzaLQVEwXC4RDckZE1gmwa6uY2LUFUkImIcXaA7OtwpGBfXjLIFeqQiuhmj6TPa9xsM5zF37x/w6uoS6fiA508+Y/e9b3D2m5/zzT/9c77469/yrf/qQ/6nv13Qe+eHzM/+jviTb3A13pB4l2hlBBdPaaoGT/7mr7B0lS9/9GPKOOX1b3/KkVVSTF5yu2ERTN/QbsmYps7O/gFPPn/C7k6DVs8lr1LOhiGiqlAzlWefvWBv36VIYqSeCrHMyJszeu0RZwn3j3Y5PP4er18+4eCDPyG4/A1CvOLpZ2OunxR888O7jLUJw3FGS9e5Tj3mK59w7FGmAsuq40ULkjQhn85xC52GljOdexi2ggBWc58823qKHE1G5BXTYcDZ6RfUHJtKyDTaOt/7o+9QiTqpt+Dpq5f8+b/6U+ryAnvQR648wlnI5OWUxxeXrLMKXVW4t9vl9XBBXhQYtTqKkMmigPnSYz4PqFkGR44GyQbbaSCkgtOzIYc7NdxOB73IsQ5s0krj5bPn22KRgF/ElEVFkRUISVBkJXmck8kSeVJgmzqdRpN6w6RhqQRy/vUgS8OSBYO9JkZ3n/PphELVePN6gl4IjIbKOvZRNzrjy/VW4d01SbyS6TLgl0+ecLLbot53aJgmq8WSMM+5GV3Q3hkQbArebeo0nBbnizWT2QpNk9AWgne6Nfy1z+PwETWlQ7e9Q6vVQJMzguslszBCqNuCKAsJWzKgzImTBEmWSOKSLx5dUmQ5aktQxII0TZEQpFGGrEtUxRaUIkpBQUlZlqiyjCzLaMhkVbYFqSjb6X2ZlciGDFVFLnIuR+f0Wzt4XkWeL5FViVz87jv/7yyonpcQBTlHJz1CVoyDK2zH4cH7Db78dAU1iSCrkOWYpIJOt06SytxchEQNGcKCJA3Qmio7gzrdgUurbnM1XDPoten0NFZewdor6BQ6B8cNgtIlimOCub99WhcS+22HmT+ketuk7rYZnQ8pXYXN0KfWaHB2fUF/T2O5CbmenNLaccjCktZBDatm4EcShibY3XHZrEuidcVsfIWlNxmejdBVh063Tr8zoKquCYM5cRDxi194tOobknWErsDbq+c4tuDq5i0rLyUvSrp1EynWKesSv312RrfpoGQlgWHxZjRGmmp4QcxgYCBZMptZgWbnaLpGJgmCRCbxE5Suw2QSkiUgcoPOjstosUFzHbxFSK9j4tgWm3VMmdYZdG2mmzFKqiAbKXkCrrBAyEw3CzZeTLfrsrNXI45CyDP8aIHsWlyOfsvg+GP068fs7N3jH+Yrvtfb5ddTj8q/Yu3neNNLlO4eb95e0js2ufrV/0C7U+PLX/6Cg36Xan7Bg+Nd5rMb9hybRTrF0hTkNCDfhLy4WiJkheXao2EYuN/awY41Xl39lFIo9HdrHO7vMNgRjJYLpjdzZl6KNlZo1Q0odILIw1/aXAw9dloWnZ0WslTjvW//E1J/heTUmU50+nfvs3h1RV7BaBQSrQNiw2RxviKOZOyWyuTGI0jXyKpEr2kShSlKUDJcr7Z5zrVHVVTUOw61UiIpcixTQzZM6rUaXUUwm/mUVcHlZEn88y9otBq8vRjyB9//ENeuiPyKs+GST//dP9DZOUbOBO++/yHTzTWrdc7bsyvMmka9YREuMyxDprWzhyGXTFc+19M1o8mGIMkwVcFhv8urixvmy5DJ6SO+89G73Lw8pZAVNB2yXEAJNUfH0jQOei7YCtE8ZrWM8JItn7Qoc1RFIStSZKvNdLhi0LNRvAAvyugeNlhfnpKJDLOQ8NOcvChZRyFqJXEZTKAqKXUTKVzTtjtYZkASZcxnGS29IlwvEWmJSEuSpGSVT7anOgGKUbGYLkGGozt3sYyEl2+vmS1Dmn2dO/ddssTh02cvOR2VeIFPkMTkaYljW2iWjB+kSGlOXhQUWYaiSqRphqTKkBaYXwO/S6ptDCwvgS3FvShKSrEl9RdlCSVkebYlvP8vS6QVSKqEULZbUnIpsBWNq5sbYj9AUWRkaQth+c8uqJtlircqUPUlnb4OqUwspaR5wq27NV6dephVhVLptPdV4rygpCBMIvqWidVRef0i5r3+IVG8YG/HJYlKZLkkSkIoVTQ5R4lyMi3l5fQMTQiaLYvU1Hn0eoojS3RqezRVDxpNnr5+i1PTMXUT2jp2V4ZIpvIU9vt7/Pb5U7yLhMU44pOPNGaLGaZtEyUJSZJiWSbLZow3z3ny6xtyGd57X4VK4vLmFH+dIukV0TRE0w1u1jOkVObe7VvcTF8iZJWqisnIeP/ufSbzFYdHTcbBFFUzqBQVX/ERcYqXlahZzO+9f0AmYjTFJA8KDLXAMgSWqRBEFUGuUpFh11UCP0XOLFaLGKvmklUeeaxweR4xWRf02ga2nRLEBWUGQRbTtxokVb711hslmibj2hZn50tObj1gvbrEtBQm0ymu47AJYnbzBe8+aPD69DmNjsnP/ur/yX5D5bc//gv2d1t89fc/4rDTJJ684NYtm6IqOBEVq2GJUq3xAoFq5WRZwnKW4cs5pIJZWHI239AwDVQ5QxQlWVlSVYKOaVLlFcPhgtMrk81VwJvxjJ3bLUpVw8ogS3Mmcw9JNVGUNo2mjSdNyE5HHHVbtAZPKUYp12dTKnRaXYHdyHHevUNhThCzgCBJSMOQ1nGXWqpweX7Gx/ceMl2tWHsrlmFGkAY4so4iZMq8RBEyhQz+IiArS2xdx2lquJpDmee4HQ05LhjOPYqoYq0qdDSb/9P/+b9h/PolT3/zAqdl8Bd//Rv63T6DW03i1RrTjjEzGJ3PUYVAFjJtp8a9XZ1XL4e4Bji2hFOrc+94j4nv8eUX53z5+Bq3UUNTJVRVptOyycqI/l6deJNyHUc4Tg1KQC0QjsIyT9HDiqKsaLZsCl8QJxm6KrPwN1iFQU80UdERssLz5+dIuoGjG6yWAVEQchNFOIaGaWtsfJ9mvc9mNifJM2ThsTfo0qg3kcUVRV6ySSA7GyOERJQLBjUbpW6wGq/p15qMZ0vOFzNMVaK1N6DKA8J5hGG53LsNptXj7378iFa/yeRmTae/i9pQWU5CqrIgjCIMxSGO0617raoo84JC3Q7IERV5WRJlGZVcUmXVdjAli69BSNsNKkWXKfLtpF+UElW5hauUYttrrbIKSZXIswpJlBzvNWk1O1z99iml2N5ssyL7DzT//5yC2u3bBN4GbxMhCwhWJYWS0u+5tHZljiqbVqPNzcWI/f0uiBBJNkgSH8vc+oXuPuwgpIK8qDArm7otMPck4iwlCGPclozr2IwuJapIJhQVs7MNZCpSYfPq/IKH9+/x5nRJJI9JE5VUj7nddqkmJfvNHabZkPFkSXe3wd1bDYK0QC5zCnlNkuQYtkaUxjQcl+U6QFNCvvFhk9NXUwJPIqsEhhmQFxp7u3s8fv4aWZJJ4gDdaTJZTXG8EfVGjZgc2zQRVsrl4gZZkbmYjBGWxOxyhn7sMOgLqlzB6e6Qhhmj5YY8S7h9q4kqKyR5gqaoeJuINIXxKqBumZiaidlw2Kvf4Ytnj2jZYNdsXKti+GqGJut465i6K5OXJTu9FmEYQylo1pvMvSmOYdOs9VkwplbTyeIIP0gQirSlYpUZzQbMJ6+wDIOTwxa7fZhOQwx2GJ2fEkUVra4G+Yxex0HRc5qOgoSCEbk8H59ycqdGp2tjK7s4lYJwu/z3f/Mj6omCWcqUFds+FV+v6gnp68/tlPbl4yGfdHpUCczO1qiuxHDk8+Bhh51OC6N2l+ezCQ25AlFR6zS4ddAnyzJkWScwdhhdvKYoTVQv53r+FtsR9Bo1bqoRyIKb1yP8IqesSl5ev8VWNQzbQBYy3mVIoZcUqoQhqxSmSuqtsSSNg50GcZHSabnkZcl4mvL60xvuH59w+/1DVsMRm+mMh4NjLr/6gi+/fMU0qhB5hi7JPNy3wDtjv9Hk6WzGYrhmuAgp8grL1bFtyEhRVQWhb09gm+mGzFhjtXSO7/coYvC8EMfQMSSF/X4dxewznr/Z5pt39imDiPVqQ5KXVEmJKSnMhhsytiBlw7EhS5Aklfsf7GMmFbYqURgwPV2R5gX+MmCxaWA5FrkuYKMwX3uobgPykOVsiqWqRHFKkmRcXk04vx6jaAqqpjKoaZwNF6iKzJ/8wbdwlJJHV9egVxg1nRdvr5BUGU94rMc+tcpGQhBVaz58b5+4CMgtnfEyIC0kFuMhqSRj2DZpllJWJX6abnUkVbVVBxkyEhIgEBV4QYRufp0PNbd66arcvv8EIGSJIiuQNIkyraiqbYFEhma9zWq5oCxKBFtWqmZonA/neFFBnuVUVBTJ9meL/ygW5f+PghrNC27fa6DYWwtgFGXIlcLeoMloMadug6RuqNdtDLPANFqsVj4N1yHOU8I4ZbVKuXVSp9ZwCf2Is+sRtu5Qc0z63RrzdIhlqDS6Aa6rs/ZjrFAjSVVuvDlBnPLLLz5nuU5ACHqOSypLPHl2TRZ8AXIAADlDSURBVHtHJ8mXjDdz9va6hFFAsSnY32/hSjrt+g6KkhKECWkIhSZwTYcszyiLnA8/vsNiPUNXdEpyFGGz3KwoiwqrqTO88BDlhlu3TQwjZbnJ8GOJi8sVpmmhljmyJFj6IQNFo9FRsCwZ01GYDkN6PQNPFKwTQeznpElKUmVIekn2tZFx77CF59+wiiFcxeh6ylLaoFkGjiFTpDGBXODuKazLlPWFhxAZrqci7So4tk6RCZBLmrUaVSlhGjbT1wHeJqJMxthWjcV8Sqtj4nkhsiRBvWC2isnKClvXqCk5suFjGfCb357Tqhuc3KlhWxJJFkKsglzQ369TNlrUGzpvni/ot218o0Aql3z/B7uMX8LF2ZCiKLB0GVFtSeiSkJAQW6JPmiMqAZJAziuiIKNCw5EM6qbKKspYeyFhVmFLFZZZ0VF0VF1mPAvpdLrcOVHoWyGbhcfz0ZhP7u1xdn7DdZKTxBJxUZJmBZ4fkwA1Q0akMYUqMxqusS2VIgdbFQwjH0OoSIVERIrd0Nhr1ak7Bs+fjSgzlUarztHJDqpSsGeecErGV6c3+H7EQa/Hxx/s8LOffoFVSOgth8uLNfJ+C5FKzC4uQaiEScTd42OkssI2ZXR9xeVywtW4JM9lHFvBigSOriFXKvWaQ0GJQsGXz645PjGQkBCOQbieoCMjmzJHex284RKpgKwoKCqBqkocH9TJc53JIiKcR+SUvL1aIOcSs7WH22iiuwrnb2/Y6bU4OTnhs+kjiqxkejMiL3M0VWeTxhTxFh5Simrr+dp+xXCzRlEVirLEtWVcTeOH+/v8eOohFxUgkZMipIrcl5mXEaoiYzcMvDDg5dmMMqnoH7fII5UkjKAsyON8awIWUJQ5uq6QFSVlUW41PSUIRaCqW3hKEiWUVKiaQllsEzCUbMHulCiGhCLJqLpKWqWUX4PZozjcXvsLQOYfOapJmkAvw9I1vDgGafu7OObvDvb/zoIaVgnHgwaxCFgOc1QTTFfw+NEQlBJdl+i4KpBSVRI1t8OzV0NcSaI2sJiMl2iyyWri0xn0sE1oNR3yWCVNC3xvQaXJ1Lp11quIJIbdzh5BtKEqC+ZLQW4IZqOYQb1BTsrhnQbLdQaKzPFuh/6uRiUP8BYBcWgy9hKaiY6tpjx6/AxFUmmWLkbLYTGvKNOU1dqh225AFSMV8nYfW7EZj3zGyw37Ry7eOuX+SRdZkdjdtXlzMSEpJOquDLlCp6vgzUGuBIdNC7cmESclSZJjmhazdYjlykwXKag6Nb3N8Cqm2VawZImNnyILlWCjMagf023OuBlHFIXEzfQU0pI0biLpEE1zVNvEDXKMvTpmHVQV/CTEiwLSQHB81CFKQhTFIhhNkJQCw1YIwpybiwsGHYsir2g3axRCQldkMhEQ+hFSouDFId22zNFHbTojj8DzSAUsFxG1jqCUChzbZuH72/iInrN7T0bJS3IShFDY7ThoQcnVlYQfZ9QsZetHFxVRsiDyYiRNJk9zlK/9QIqQME2ZIgVd1xB+wkjSURWfjlbR1jPufv8jPv3JV+SbhJP3B5iOwc34c+JMpdc9QT87ZTNeMVDqnC4nhIrOzq5O2XYIn5xRFIJWb59ws6QIA9xuC2+xQEaw9iOQKmqGzjqMGfR6SHLJYrzBn4aEQcXJgyNMTePs8ppv/f53efnlI2q7DgiZk65LrSuzWE/oui69XoNmzWVjliRhymY4pTVoszkdkScJT756imUbuKYGeUn7Th/JW5NkMk5DpWU0iIoYPTe5WExBKBSVwLJ1ptNr6u0uumUwXF/iRRGyLjEZzZAK2KQpkpBQHJk0SplPlnQGDlJVopYCrW3QsA3uHr7Ho2efYmmCeFMxHJaMJ0vqbp2jOycUixnLIiHPS1bTkCRMQQFd02n3bZbTAF1XydMcx5DYSCV1x+TpF6/43id3SSSBVKmcXg4JiwgJ0AqDPC+oBMRlSlMxMSQNrVJIpIQijGnWDGKtYrFKtnGubJticWQVIcvISUlUZOR5QZ4XWIZBmmQItrlTKshFjq5qWyW0tM2gSpJEmVdkRU7+9aOgkitKKorsa5+bAkVaggZxuP3e5GpDmW57rl8fiAmS7D+/oJ4c76CoIEcabqtitfaIpwVxWGE7GpIk4c1K1tOSbj8izVI+eHCXKAmRRM7g4TFe4HFxcUWYhvQHdZq1Jjgymurw6NlbqqhA8Wa4HYOsyJjPl1iOjCQJ2k0bz4zQdyTsUuWDb+xytHdIkCS8eDnCyApEAjt9l0arJI0K7FaNlX+Dv5RQazabJCcuAvZlk0Grz9mbK3q9NnWrQtd1/KLBbAy6vaHR1liF2yfx0UETgcFyExCEK+4f73J+s2A89qjVbApPptuV0TSB5WoMb9a4DRPX0BiOPNquxPWZRxjEpEnEaRrTbNo0ew5pClZdZT1POZtNULOMZsei1TBJU4Nkk+BJES+fDnn3/R4NV7CeJls5mZpQJSq1jovnJ9Rdk3pPZbUKqGJBWpZEaUq72WG2WtPqONQaKvWGw9pfst4ERHHO0f4eZi4QdsYyWtPuukRphOnqfP/3j/nLv/mSTx9f03cseputufX9dxpEUYjjqpRFSRZn5KXEdBzR6dY5nXg4skurbRBcx5RlSZlXFGXJ+Wef4s0D5AoqeZv1E5JAaDKGa5NsIgQQZwVGVyWtSvIyQaoqrs/GyJLGeukhJxvmsyv6x++iiBuefPp3tPKSRq3Gz968oqG5sI5482yGWip4QYquq7jNOjutOn4WYqky42md07enOJZBWhZUpcpOV6PR7dIwJRo9gzfrFd1KYa9lMxut+OF3vsP16TWpt2GRlmTrDcq9A7rmACMfsn/nFvnSY7mMGU1GKB1BWJUs5nNM18JybYo0olKh26pReDGV79No2qwjidKPKGWJm5sFolJByWjuakxHOWGUoQqJ+XCEJKDrqBiDPoNej8l8yTrYoPo5tmmxt9dlvFoy2D/i1VePObrVoawKpiMPx9SZXH5FvSXjWDqhVRAlBv4m5dmbU7r9BoosaLQdNvOQRscimStkckHDNvGXMXXHIgxjkjwno6TmOhwOBoRSyD88ekPTcZhEwfY2JiQceQs0UlSZLEmRJZnrmzXLWUglV1BKtJoWRSaxWm03rwQCXdWIkoSwKEjjhCIttuS7qkIIQVbkZFmOpqn/qHomE0iKTMm28CmK/I/vQ0mBqiy2kdJCUFCAwjYtAQhVoCkqeb6NSJVlCYrYxq74+rT7O/jR/8mCeu/2fTb+lEJa0m/skMuvyZIMVWgsxxmBJ2jqLs1Gjn9dchqPCWdzKrvg9tFtFLXCMOHWyYA0K1l5C6TM4Kh7m1k0xNBK8kolzlMsv8f1zWtaXQ2pZnH5dsN6lGK2NDraHp998YTdcQ1VHeEnEVZT53SygNWA/o5KS2uQuSlJKhiNY0y9RpwUxLMU09CwZJPh9QUtw2QRjHg1iWmoBpImoQqNwc4Oy+CaPFcZDQN2entUFEhhgarKeMmGnb5NluQYhk6RpyRJQb0nkKqCWkelrjuYhoTthCRpSSkVaKZDUsWQ5zQcFV2Xtvv42ZZotTfQ2EwrZrM1Va6jKoL1fEGjZbD7YQ3DyQhuFILCR8mhEhrz65xmp0LTJfwgQ6DihRLeIsYPN6RFRpW7KInK1duAwzs1Ts8XBKuUvUMd07BYbXyu1xs6isrkMkSrZDRbwg8igkXGbm+PqRhTViqTcYxmSwyHK5yaRJymREmBt6wo8pgy1ZjNPISQObzt8nFtsL0qrQJUWUJBsLxebHfGy2obW1Ek0MA2dWp1g40XI6kKkq5jCBlHCZEpSfMYr5IRUk6Z5jRah1ytvmLz5hxvHSNUjU2yZPb2mlmyHYLVmiaXz6cEQYylalRlxXp0RlDB8b2HTK8mHPWaxH7IcjGj3bbJhIVhyezuGETphriQuHc44Or5hNFyTLDwuXozZBVtMBwXebqif7vHYLePqqvEY432XpMwhMePX7KJfXb2Bww6NRR3n9V8Rr3VxBQy/R2N6ZXHeBXRM3QuzlfIisSH7+xTBHDvqMUvn1ygSBLZ25Q0LtBU8Y8Upbptgqrw4NYeN8MFFjbTZE2j08Jfh1xdXeOFCSgSd2/vUZSCmiqTtyvuHPbx/ByxWDObhqy8EEtR8EjIiwK3PyCZjKhmCWEYc+dkj5UZcD6eMl371NsOm1WEENB2LLwgRw7h8/kbDvaazFc+15OQdZqQ5un2FlJKZFWOgoxhaMRJCkIiqwpEJGPoMhfnHv4yJCsLDMvCUBQ2aYBp6qRJti2WJRRfA0okedsrVWUFUQkEAiG2/fY0TTE1jTjJKMqvteuiQlIkiqyEchvyr6iQCmk73AJMTUXWFVS2ttssy9k2Tr8upsV/qmL+J76drFasignrbM3iZoUwwDBV8irDbSr0ujWKqODqak1Ldnj6aMSgbbE/qLHYrLg4HVNraRhyE9tRMfQ9kjimBMIwxvMDVE1FsnVeT86QVR1R6eiiwa1bNVKx4t1dnZ/+/Tnv3T+hlGC9TrAtA7MhsI0eSR6T5jnD2Zp6ywShEFMj3KRoOux3esRSxPPrGcHawyorbr3f4ZPBHhs/o79rs1iPyYoN47HHZBkxqNd4+vI5vV6bLE8IohjT1LA0FVUrUbSUPK8Y7DhIokSVNGRbpcgyghSiuGARScRJSqfpbP1At1269ZK8FMhFSZUUKEpFGqVkGLQ6MoaqoOgluwddKqmgzCvm8wi3bpHqFuF6jSmpWAcuw5sN3baBVLqkZYNbew0W6hSr3sD3Z3zx9IaH+wfoQcD45YrGvkyVqmyCgiSKsM2EQV8ninMkSUXSJGzD5GayYTgryHP963hPxXqd46oKMy8FoaIoCkLaUntsWyZLU+K44Oi2hWpWTBc+zi0deaWgr2qshiu8PEOTJXRDZ+9rgpSx0yKoVOZ+TBxl1CsJWZPJFI1NrtLQVFKtYH+vSVK+Jg0TvPEZDXePzWrMl09eMIs2yGmJHySoecm6GZENQyohUDUVU1cpsopgEVDv2Zw/e8FouWI+UWkeHrJ/dEASxcxnI/q7PWShMn/roXcz3lyPubt/whe/eozU0qlml6y9mDv7R3z39z/gcnlNabhs0oh+r4+umVyvn2M0a0iLCkqXN6slpqNjSBINw2S3OeB6/BqrWaMjCp4/uyGJK+yWwW8+PyWvZHYbJnXHJUszOt0daobEZDNnPPcoixJZl/GSnN++fos38dg9OWGvs0OU5/S7Ml6isD4dUcUZcs3m5dkLKiR2jnbZeAHROiXNcwpdxYxVTFPF8GIKIeHqJuMoRY5zwiLnxYsrNEPCNhT8vMSbhlSiwtUNJqsAWVaQJDBkicUqZTH3kZQAoQjKcvvAFJKEKWtosoSjq8zKgqoUVDlURU6cVvhRjKgkZFXGkmS8JNlyjkvpP0SVJLanxWprLZUVaSvgy7OvH9bb+leJHK1SKLKSSqko5W0RLtISSRHIqkIabTOoRbXtySqqSq/b52p8jaapoHwNXSlKqpxtz5YKUfwXbEqdTpbkzlbCt7hOuHuvR+AFpAsJQ9Fo7jsskpQKl1TS6NVk2m6d1WJCkRoc3dkjy33yPCQvXJQqYTULSYIbdg4GNOs2WZESeLCsPCQ1ptlqcfFySioy9nr7KNqK7//wkCJxePL0nNMnC77x7gF37x5TyB5C2gZx62YdzXY5PT1nv2GTuTWupxOslspkvmR3p0arXkMru1RpxfQyYJXPiTOLKEhxayVH+x0O9nOWa580geupx53dJqtliCoVhEZEvaGzmIW0Oja2YSPJMmtvhe8lyIpAN3TG04gk2RKq3ry94Wi3xeG+jWUpDK999LrMbOihGSqyFCFIkXRpe4XXNIpii8VbhwHrIKPdiNiraQxzg0pA5Pl02i7rTUDNDSlReP3FnON7xwhtgm6UPLh/TLQp8cZrptmG/bpDIstUkSALAhzTxVQcMnlNqy8jayUFOaahQFaS+RsOTlrMk4iizNlr2pzcqjObLpH1ioZr4tTy7bUtl3EaMhSCKEzZ323iJwlJJ6OT7VF8XPGjv/6KqoQPjnoIVWVnf8BZBGUcUDh1kuqaXAFHKVGqBZ29Q4oypkoC0nnExXSE7jT46tEjbvwUMxa8vZ6hWSBqJut5zJ/+wZ9gdkx+/tOfM7u+RlQVZVWS5jmNbo/r0YrD4z3k+YLr+Qq106Db2iVbjbndrLFZ+iiaQVRkFJ7JQXfA549espYkNC9nYCXsDvboNVs07ZSjwSFa+yGN/h7jpz/iybMLlrOYrExo7Ngsgyta3X280UsOOg3m0xuMQqHbavHo4pLleIOCTCTn3L+7w3K2ZhFEvLye4xoaYZxCmbCz10XSU26GS8IsQ2g6SqEwv/boNEwW8yU1y6BmOlxP51iqykffuM30xkPWY779vfvEcU7ox8zerhHtNpVk4s9vaBgG841Hu7mlnJXLFUkYkyQZiqqSZAX9rkO743B5NsePM3LAS3JMUyfLM5quCkVJ8PV6uqgEXdsmKXK8JCHPU0QFkq2zDnMUxaBItzGopMwR5bYfmmfbwhkVCWEUbV+LbX6UCipRgQyqopJXxZZ1+r9c1xVBlQFZRaVAlCWgbtXTQmKbS61AIJFlOeLrib2sSSiygoSEWaujTCZkaYFmqORZQVUCKlQJ21Ow/F9QUF+9usFtg2Pa1JsRV1dzzJpEUSrEeUgx14giDf9qxUqFTstlvfF4eOcesikYz0bs7u0SJRPWyZCdzh47RzUqChbeCEWtKDIF3awYHJQYyx1GVxtUt87y5oaTOxVpCctlSJEkNByDsFsjU+Dt2xuEXrJ/0CJJYb1IYJYhKh1DT6h8gaQUZInARuPFV2PutdvU9muUyYrESKg8FUkGwxYsNx5eVJHmKaqicLDbRpE1kCsafQWRyKAWdJp1HMsijGNUvWI4nlIUJZYjE/glDUPl29844Gw45+plTH+nhe7kqFLMcp6wt9NgvQno7qioukoYRpSUyJJOWZWsVjGDXp0oS2jUbZabYst1LAWOZrAJQ/wkp5wE9PcsdLPEMCNuhiliPkGeh3QHKrq6IVQS3I5gb9BGyBU12+Lp0zl+AWYEirfEsiSKXKAbGkgCIWTIS5ymzU6nzvWNz8Fuk+VoyUOtxsF+k/lyzWId0Kq5NBoympaxWZXMRwn0S5JMokgFOQnXwYTNTUSc5gwMG8XQcfd3uVlOiUQHtCZ5npOVJR3T4sHREZds0PWEdz/8A4Ri8PrpC+Iq5NX8hjvFAbtJwpPLS2xTQegaOwc79LUVuZQwOV1gNA06cZPReIGf5iiyIEyXxGHA6atXHJ8MqK0DXj5+Q6t7yNE7t4hWIWmw4qsnT1A0k2LhEy1X1G2V/YMDxlc3XC5TrOgcXU5od/exNAGTV8zDELkwODroMZpHzK9vWI19SiXHWsbUihgKFakUrInYqQ04atXpNXoUiyWzmUfmRfTaHTo7Km+lC1bLAFEJrm/GOE2bl2/H7B+eMLyZAAp54mMpMkVakVUVs82UtbQATcM+PEAUG77/7U+4GJ6hZxp2U6etOzweBRzYMvO4wm03UEyL5M2Ky/UaTVPYhJdU1VY/LssShlySpClRnpPkObaukisauiuTexsajs06TMmynKqqkCUFRRVbYEzDJKMkqjKKtCCIUmxLx2m1WE9GCCHQNQ0kiNOELC22zrpURbAN4Uuy2K6QVv+BRZqX242wSlT/GMzfhu63vU+q/4AtrYpqe1UXAiEJZORt0D/fFueyqMirAomS01eviLMEBZk0L5ClrQSwykEo21cspf+CYH+axBS+SWfXYeGlSAJir8BuZ4QrkOUYb7XA6UtEMQxqNUrD4PHLIWEYUhkF61lOp+fS7LTRcQnwqUoNihAhFGRJ4K8ihnMPXc7RKolWt0bd3SWI1siygqEXNHZMRFljsHZJygWJb7I892jILjEZcVRilgpVKVglKVUVcGfgMF1NEaWK5ahY9RpvJle4Ao4eqvT3dAxVZxUusBs2fuDjKg5BEKOpKoZukBcSlhFQmSVlVTBeLtFMwWqZURQVpqngB9vIhlszSLIMKolOx0aqDNaLBLtmYGgmlqnjxQHIJaaskuQZ3gIcR0fKVURVMZkEBEHGYGChuxK1uowp2aRFRXtQoXsOXSERhxG+nxD6BZ22htMQ+FMfp5Wz9jMu3lYEqxAjLri69Lj1oEswz9GkGoO6hCQFqDp463wrVAsrNmuPhn3AerYgKAM+fv+QZlOhWSvQtBrzeUAcFjQ6KkVeMjlLaVptjDLkyXBJtzXgi0dXPHynTZ6V1E2N/q06PzlbkuUlhQHOns3lfEkoa7SVkFivEecKEWAjoVUScV6g5gqNziF56pGUK7589paGo+NWMKlyrP0BQrOQ1nPGb2+YTzyaOwd88I27dGdtFvUxj6q3nI8n23/MsKLTqBMXJXlSkGUVUiXx8ovHWPcP6O+0mC1X1DoDHNXFvd1jdvoVy8UKq5Nz+M4+WWYTJiFpnnFz49FvugjHJmC74vnzv/+KVNYYdHd4/eoZRq1JVmRUQqGv2DgdQb3ucn56hucFGHaNWrPJm8s5lCbXZyN2dvvIqPT6LldnK1zT4Ze/eYJlGchZiKJJTCdTbr23x59+5yN+89lbnj95hbeJsR2bga1TeBFP3p4yulwQFwk1x6BRN1iMA6yGjeM6XN+coagleZSwf7SP7wWknk+lqxiVzGaxROgCWdFYLBPCcIWsa+iazGruU7FlEvhJQc2xyCuZzWaJquk0DJmSgt2DFvL1GkfOmOY+RV5SlSXL6xuELLY9ShmyJEdRZBQhk1MgydI/xqPKogR5e0IV0ra4qrKyLaZAVubIikASAqEKqqpC1zTSKtsW1hIoKyRdQgi2cah8+3oI0CwBhUQWbjVKAMXXg6u8KJA1mULaalOEDLLyX3BC3Tt0sWyJ+XqOSGQKUZKlJelGIfBSijil0VIphY69EmRpgru7gytt6O8OmM+XvL4cQRYhy13OL0+ZXW1ouh3MpsbCG3N0VMOs6ZzYeyRphheUfPn8nPfv3kYmZzZZU6+7lFVJWcU4uoJrOZR1hSLV+YdPX6BhcvDAxYt8FkXGbqfJ7UGTqXdNp+swniTsmQ4iL9i36yzXM7y1wKnLmEYLSTKYLSd465x23aZMcyRpC06I05im0WOx9Lm8vqZ3qGPLDmIQossqs0mIIksIIWjWbaRKZ7bc0LTazONL+ntNXr0ekacpuq6zWkXUazKlVrJZZxzfbpBlJVleMZ+mWw23pjIbxdSyEkc38ZYBslkxH20HbF5SIuU5iSexCALGy4J+S8JuuViKzXoS4rYNyihHMUs6QmO8TCiWJabrMLyaIjkFhWTQazk4lslsFjAcVcROgNOwkKuU6WxErZaw8SqEbnFxGlBoBUIVOLqBH8YEySUndxs8kNskqLi1DromMFQZTRikwYDcu6DXtdC6DpNljm5J7Fk6rq0SKhIjT6Hx/h4mMpKq8fvf/eegGeh2kzScE6cl7310C3kSEykVF8MZf/Kv/wmSo3Lr7jf4v/0//kdWy8+xFZkiN1HcHdQ6zFdfYSgmRl1DVmJaxvaBt9evkTY63L73kKvzS242a6R6mx/8wT/jJ3/5F7x98wy3MaLddvjeD79Bs9Hh9PSMs5s5d++fYNkNkuvXeEmFk6XorFneDMlaHcpsxW7TIs732Gxm7Ha7YJss5z65KFhcnFMmArWhcXU+ot92QLeQkhyr0ebq6obBoE3gR+wftOm6LnkUI4Tg9sERq/UTDvdavHvrhNQruXlxgYTAbpgcHZ2AF1LTFLrtGt1Ol0ZDYzKPWc2mFGWOYyuEfkQQhXizjESG/Z5Ct9dB6pkkCIbDAKTt8DErCgxFZx1GEMBKlbb6ZiHI8xzt/9PemfxYep7X/fd+83Tne2seu3riTFpSbFmWg9gRnABxssgiyMb77LPJHxQYSOAkiBDYsgzJlqmBNKkmu8me2F3dNd95+Ob5y+IrcWfZsLWssywU7i3U4uB5n3OecyQFPwgBuHe0w3vvf8AnH/6UqMgp/Zyx60J+bcIXElGSI0pBnhU1WUqgGsrXyVCSEORZjizLFKJA1KdOCFlCVeq8BUNWcf0QIUm16i4EpShrklWom1JFPZ0qmkypVHU6mySgENcFfhpFlZOngiqvPa9VWX9/KSpIoKp/ynXdM5Xgn3cplZcJ40mJYUg0DY1OU2E5jwm8hEoryNMIwzZQVGhpOrpuU0UrTBWyYM7WroPnOlRqi+PzKZJS4vk+j0+HvH1/j7uHXbTUZDpe0tnWaDf6GEZB5cJ8NkFQUOUt0lHFWmedq+Ups2WA+zKl2e3geR6iqEiKFF2VkE2T1XBMIsV8+vIFSkumv26gqhUiljBbbdJiRdcSVGXG+cWclRewmBSUqc762l0yMWZ906GoSuRKwtA0kiTCdhzuHd3m/PKcUHaRZAm7q2LoGm2nycXFFE8LEFXM+NLn09Gc8WLCoGvhNGziQmI2jNnZbZAGIZYjoaoSgR8TelDEJXbDwg9D0iTB0dYI3BWqVrFYZuz0LXwvx3RqxbIsZZyGxeIsRdMEi0CwvScTexmdrs3PH54jUkG7VOgetsnzgqzyMZyC5DJBLar6f5tm+KGGYzgsl+c8eDRho23Q39GYzz3aHYdKTRhPl5yf+JCB/YFB+6hg/00Ly9BYeB6djoXt2FyNPCoBiiqoJJ2sSrj77gZZpJAZMQe2AVpBGYIrCtywpC8LTi/mXBQq++8Ittt9vNFjKt7AbB+gLb+PNxrTWQrswx6rIqbT6SPbEu7ojO9+6z36Rsb+0Rq333iLl198zt/+8jNsFXypYLBvIUKbo4Nt/NGK8WhMbzBAUZb0txTOv5ry8GSEPxlxdnqO3mnRbDWZL5e8fPoESbLwPZfvfvttHn35nCkx79y7y7OzE/xfrpgHPpk1wNo8QF+mPDn+gpbdIswFq2hGFcPpK492UyGrCpJMZcOQOLh9iy8fPSWLcqrUR9MVGmYTpcppOyaF3OBsuqDd6+D6Pg+efUFaVvzn//QnJMmIh794wCQLaNo6b9/b4ff/9ff48z/9Xzw+OabZsliKgvPnJzR1i8Z6j7nnkkWCs+k5sYAgy3BUlTDwCFcrRlMPhEBWrp/P151NfhahqyoIQZEXVGqJLElUUkW/YRHnOZezJbOrBR/NPqS92WXDKrkaLlEVlbTMkCWZIqlTnhS5JkZZ1OsBUQmKqg5SF0KQJwWY9RQpyxJFUVCJiqKqJ8esyFE1hTyv7+75FdGVAooKSZVrsq4qNFOjpCC9/u6qqpAkiSzP6r1rUq8PNFUly/L6YkoSVGpdQV3m1z5U+Zpb8/KfTqhBmXM1TmnICmG7YKDYrPyMMgbLkeivmURRgREVeF6EYSlcnl4ynXncubNDLgI67Q6K6tG1FeKVwHJsfv/+PbzI4+nrOTvtParSQqQ6F9MLTs4XDLpdDrfapEkBhc3o1OPV0xGtgUFL05hkC0TVob+p4/kz7h5s8OrVkCxP6bV7dNd1spZK5IEX5SynMZQVjShgbcuGKma9u0MWSyR+Sb+5ztJf4cWXdHsOk+mKtZ5EomQMr3w6HZswmaJpGu2uRRxGzCcpebpiY2MdWQj29wfEUYpha6RizuaGzKC7RZplrK0p9SlcopOFKYFbEmQxW2tN4ijBczNmsxjVVomTDIGCtLni8vmKKnVZ7xnMRwm2paApCkZHxTZbTGcLNns2MjpqIyMIYgxdw1YN9vq7nJ0ekykli9EMp9lnHoSoQR1C43QFXgSKIWMZJc8ejvjWB3fobLv05IqXlxfY/R7DC59CVViNMpw1g3RcMJ7F2IaCouVYToxqSGimSpx46GaFqemcfuWzd6SRS69Y2zP46uGUg/UN/LGHJ3lE04r+7haBrCFKieHMw+i3KakI/BGeN0Z59BNeffqS+dUlbctkmQWkJ0sOjm5z/PoRhbnNi8ef8sf/9j/yrXdv8fMPf850tuKTn31Kt99kNJXQVJ3owsc0elSRxGgyJ80rpqELcxl3scTNU3RD5/Mnz7BMAzWJuRpdIaqKh4880iylYWh8f/lTDm7fp4giplOX/mYPR2+xlktc+hO6wYQXo9eUasnVxQgdlcrQcN0IczBgcn5OKUA1MqLUwsky3npjizjNuThbkklQkZAXBsvVEq2pkrtzCltno2NhNg209gCTkmDq8fz4go5lURUCNVV4+ouf8eb9XcwQtCDi+dMXuEmMs21RTANkBJpVUKU5miaz4dgUVIRexs7eNnM3IMlLoESRFIRc1Qp7VdXWJVHnhCq2TCmBUCAio7nZwslLRH+NHI9OR+GrkwmzhU9aZGR5jkDUVSRlWV/NSRKaXpdjukla25hEia5oZFodb0jF1wp/mZeggiYrpGmOUCQqUQtTFdfZp2m9FxWUaLpEWVCTqlFXZ4dxgijrO/+ylu3rNCqpXj+UlGiaWrenFiWaqpKEab0dSKHSQfx6PkX8OqPqf/1vv1U9/nzC0dEWSRYwunKZLmJ0odLu6yiVxjKDO5uHXE2GiEzl/HQIlUQQZ+ztN3BnKWt9Hd3WyPOCs6WPIet0TJlJEJIuS3RF4u7eOjQKgkUEuszOnkOz0SDwU6bzkhdPztk77KAoCotJRqdn0wRE00CWHCplxfnJgkjOMG1Bq1QRlY5srLEMcqTYo9XQyeQllVJQFhK+p1AkJYOmitnTMTQZSSqZrVzCKKbpOBiayWDDwgtm6JpNw+nw6uwZUqWSJnXFsx96RGHCzkafjc0drsZnJEnO2fmcwa6JOyxxmgoffzZj0FBRFY0UQadV0WjVt+7uIsOPZAxL4K9KNDmFwiDN6gnhaN9mMHAIwpg8UdnYspgtlvTafR4+mPLGOw6lKFAkub7yuIg5PQ1oOXDn/hqvzidcnEXsbK0xXk442G+zMWhRFrVXz/czoihG00xadoePH53ioHM1niElCssspDRk7m8PkPWCrc0mSVFSFQEN20RWRE2sqkIcpyjoyCqslhmZSHCvMjZ3O0RJhpRWJFWDPNNw8xxtcMDjv/gxhzs63/j2Ls1ehyqRyWcJVxcTjhcTYjcjXKU015q0BgPeeOttPnvwS+SWxlGvy6vTFb4UohYJOwdvsnh1juy0mI4meLnLG/fuUBSCj372CY5scOv+JrNhgJBzQq3AMQ/wVuf80R/9IaOzEw63NhBOgyfPXvH8wReUhsXV2SVpHNGwHdotE1k3KZWcO3s9RvMp7ihE6DJ6BU1bJ0tKJm7Kyo/Iy9p7M+i3WS1jdEvC9yvuH3awGw6/fHKBpsBi7jLot0iKjL1330OgcfnsIfvrXXbXBuwcHDC6GDGcXTDJU/IkoPLBkhQqNcO012h3muRRyCrI+PLJKVHgs9HtIqUJKzmnaShIQoZS5vh0RKvXodts8PrsjDjJQAJFUrENFdePanvTNZPIqkBvypSloChKmrbBzs4Ws4lHFIesdw0yr2AWxaRlQRQnlFlV1zNXJXntVQIh6lQnpT5HLopaWU+SFF3VEYI6t7Qo6/ASQFYlkCBP6koSECiKDBIUWUGZVaiaim1rtE0dL07JqpIsy3EUA2FJzKYeSHXQdP2iv37xRfW64FeV0VlWYBg6kRfXhCpdj595RVKUf+9F/z8gSuV0uyZRFHD+0mdjYNJ/U8OdFzSdTS4vVhxtrfHw86+IgoT77+7jkxD6AkOCy+MVkq3y+KuQXJSYOnhRxuF+H6vRpCdpHL55iySdoypK7XEULooBVd7m4jRCzWN66w6XXYUkydjc2MJuzwgjSIVF6npoVkowrDAkg46l4ycZUVwQeQvUdsmXr0456HR5+417zIOURkfn+OKMVGhodgPXTfCLhCIUGAa0OwPsboKmgaoKglVJEJaoXYkgXBIGGctZiCqr9Ld0dEOm4XSI8oLz0QlhFDGfRzT7Cq2mQbIKGI99wqigf9jlYr6kyCoamU5VyYRugSTBoK/z+sWSo6MBjx9N0awE3ZBRTIvQL4nsEs+FIEgwLIk80Xn2NGKwq3F+MWdvZ4Mw9NBMlWZXpptqSGXJeLag3dLwXfDCGNvUWHkFjhniODZxUJBFBY6jUeQVz16dEgQJJ7MpSqmgKoJG30IXJZ4Xsd016vNgoNFQKKoUU7MJwwhhCNxlSpIIgiBgPkvYPLTxZMH82YKjvQa5kmPJJr7sQJbzb95/i9mnv2Rrd5/JaIrMFmdfvsCLErIkodNeR9ULJtqSwaDFMkoJV0sObm9z/OKUZ+EKdz7CW3k0WzZfeF+gJwIjDnDHMzbfvIth9Xn08adsr+3yvT/+Hp/8zd/wO797l7/68Ue4bsaiespbB7toWUzXBt2AJJxhWjKm0+DgjdsomsGTz7/ASwIaml0nwPsury9yJFlF2AaqKWgaOjIlX3w1xOn1MRoaWehh2A2qStDq2LjLEW9t73FxeoWbj0FSwOpiNDOCuETOK06fnPLmvTt8551vEPlLzs6XDLZCJFPi+VcXBIuYWJR8+w9+j3T0mqQSNHs2thKB3WNjW+edd97hz/7vXzJdLDFsE0sz2NzvIckFy2HK+k6L4fmC2WRBkef1CaeoQCtZeeH12HXNH2qFrMpQCsqqQEYhiUpOjs/r53kh464SllFKmqWokoqh6eRyQV7UwpOcyxRV/vW0Wgm5/ixFrn2jeUUq6glakWTyqkKUUp1pUEhQSRRlcT1dVvXnVmr9u9RhJv6yxNAMgjCjaesYjsly6UICkiLqpClVoSwKyrSkug7kF1A7DQAkiK4rowVAWdX3/vy9XPoPE2q31YBS4C5jNjZqG4XeKSl8wfGrEeEyw1F69AZ9XqdDpvMl7YbFbrPJ8dWIuRez2ZRBhuFoxf5Oj86mxcmrGS++HNEeNDg5nTNwbHrrJsPLFTubfRyt5HhyglOZ2LaOJptsNzbIVQ/BBFnKUHINx3IY7Hf55egcP3HRZTA0kyjSqPKCl/Mh2qXLO/d2aXQMhpMrfD8jCH3KrODuvoPAZDxPOTmeEGclxAW9xpL+9hrNjsb6WoPj53Mk20cJCgbtTWzbod9zmE6nHGzd4uTimJUfEAb12dz6hkNvYCFkgSzJ3DnY4XkxQUl9JqMQ1VLY3dRQZYXIrViOShAZGwcyeSbx+Udj+ts2r68mOB0Ls1ApdZmzsxmabNIw2kSh4OX5iKO9DppcEUoQJh5BnJKWOUmUYxoVyyWsgpxuz8HWKh69GNO0bHQj5t5BjzRNWV7GGG0FSShIis4H7w7YXfh8/HdnpAHsHvXYX2vz2ZcnnJx5uKuUw6MGrY7Owk3RNIuLaUDfVjF1WO9t8aO/fILctgiXBQMXMjfEaHSYuSXba3d4PZ9iSm300OeHP/hz4irkYvGC7965zySc0jlqcEu/y9999IA7928znPqMvSl7W7v89CcfM1757O32efnyiu17bxHHORoKw/MlO9tdSk1mUQW4VY54dUm2yhkNJ2xs2Bw/fozvzfnw4wkNq8XqfEhZpiyvJsydc5AkfL0kJ0IKM4529zDVDNtWKaoSy1TZ7jQZjyYMvZRMlrDSmCDPWNtv4/sxlqPT2t6mqCIMNSda5oQEqFqFY+lohcr2/h6XszFdRwPJZun5rPe3ubw8I4oSVDng4uVjPpstWNtY5zvvv49pbxIXY2xNwyXi/q0N/v0f/A4/+WHMX3/2gEUUs5j5vHPvAFVRsJ0+XU1Ft3Sa/QGpJDEZJciaRFXE9LsGm70mjx5dECTV10/tLMuBCkmWvja5F1VBISqqrERTNNK8rlZOC6jyiiqt8BIJ1VAQpUSa5ZiGTpwntT2pLBEl9WmoqIWmKq9QFQVZh06rhaqqQEIcFPhRga00CTyXPK9v8ytKFF1BVzXiLEHIAl1SMCWZeRbVIhYVXpwjaTJzN2L71jZJEuMnMUKq81GlUtRrgmt+FAq1PYqvDQAIqXYGlHmJkGWqqt7L/pMJNcoj0iyj2TaQhMRy6aNkBlvbBT2ly4/HX5DMXtHTbX7vW3f42edPmV1GmFpGIWQG201a3S5T/xxVlzGbFkVSsrbdYTbyuBwuOdrv48URiZvTHJhcLRdsGAaOLLGxNsBdLfnxjz5HlSUGew2SUGWwdcAw8gkzj6dPphhOhS+D0WizWK54+WLC+q0u22s9wlmEqkucnI7I04T1tTbZQiLKJV6HI+5s38FPIAtL+ts9VpcrVvOCVIwZuTJJHvLq4opep4kqBGM3ICxywmCMVFpcnl1RVrBaRlSphmYIwiCj3XbY6G+x9BdML0KWYYjRkGm0FVo9gR+m6KaMO85w4xQvzuiuQUmG3hVEZUir46BJObam4mYZXcvhq0cruhsp3YHDtz/YYemGpFlCy9IZXnkMBnZtp0rA0hXyNCArBN4ixG7pdPsd/CDg2+9vITDI44z9N1pMFz7nwyVdx6G/pqJoIb/7rT1+/tEVL54N0aWS9795gGxdsBr6jKcRJ6cuBzsbnM+nRFmKedTAbhrIIuKtb/YoU4krSWXq5lRC4rDVZG2gYiop9kSi/8E+x89yNvfWWC3mjMdLptoYrazwjZyFueTu3U0qpWDv7X0uV6doZoOqkpjMZ+RSgSUkdgyd6foehzsGF6MJj5+d0Ha6FHYJqsadt9dRhMBbtpHVgk8ePkN3TAo/ZP+De5xcTEBUjCKXWRySiYLhV4vav2iV9I0NdnYP+fDDpziOQ6thMvJntNYcrmYuDV0mrDLmy5iGH5EuC4pMY35+SbOh4ZuCKEnY1FVkq8VqNiNOCy5nl2S2xeuTS9JkhCZJCNXg7lt7zN0laaCysaZx+/4aExcyVebg7gEv/+cnJEFCv2vTHzj87f/7Aas0x9ZNklUOpY7W2OTZLx7Q2gp54609Rqs5bXOdX376gKAs6DhNtDLDMSx0S2WtY/M6SmqbkVRH2xmmSR7XvuyiKqlkkMuasLIsr0UiamVcURUkTULIAkkCqRLkZUGUJBRJWe82y/q5rprKtVG0IgsKsCr6gxayJuhv93nv4BZ56PHjnz1mvJrTsHVSL6PTtAmSDIGgLEssw0BUgrKqmPshZSmoRB0cLZcRcikjqJiPR2h2mzK8RBFyTabFNTFeK/gUdRQgMghRIdQ6HU1TVCI/RlJkRAG58s8QpRbDBGFULJcRqqyQZ3WMn0WXn372mtubffbf0Hj6POOzR8fsb+7QaQa8ej7BjUJU3aBVRlhtA1MzODmeYJpQIbO120TIEomXYg0M3GlKsSYRT30MW0ErQGoIOr1DBruC1WqG5xYkKIzyAC9aMp1PaVsWeSRTZRWvvjxGNnTu3trm6fkZjqpya3uD8+GI3tom5CWtXoPz2QRF1ZFlg1WyoGMoFBtteg2bpTRF7zYJ04CjDYduV6K32WJ5lbG91aSUSnb6PRAqmrDwvDGvX/houk4u5RiyQath0nQaTOdDXp9M2N7s0CgkHMum3bYoq5jdgyYUcm22z2fE04rh0Kez0Wc2GSMXFV1LZxmWpFWORJPXx0s62wb7dzRCN8KyOiBUXp9kmGaFYcgEfoKqqbjjFfa6Tb9nYpkqvp+wvWURRDFH+12iJCbOhoRBTil0+v0OzY5KGhQsfBfNEmi64M27G3z51RWnrzym45jb95sEfYPx5Yoig4m/wO7qDMwuzYYgSFUCz6PbVTFNHUNt89FPnnP0ZhfH1vny8SkbAwczM1Fnl3RNwfDFU2zL5vJsSLYpUUY5jUaLRq/FzE34mx/8CMXQufv+bdqmzvZmn0pJaGCz+/Zt1ttNuEg4vlriyAbvvn2L3MsQusVLd8jTR2dsrw/oNw3sbpc9AVK7RUdX+A9/8l9Y29rj//z3/8Fs4iH9Vp/Hjx5iqArf+BffJMtWdT36LGc4mtHq1slH/ixmoEOBwI8KDEWibWjkq6petWUJ+7f3iYMVs/Gc27c2ubqYMz8+pdIkLFllEeaYioSpqWRJQVZUjC7PMNtrfOPuN/jkk19wNpbZjOHNb75FNBny2U//lst0ya37B2TRkvcPD7l0A8ZfPsawLA7XtymEyu07t5jPR7SNBtvbXd757d9m9PRLnmgK03lAnmTs72yyGruUzYQwy2vfZgWirBCSjO20cLM5cZTVBFPJFHmB09BwwxhJFqhCoaoq8jjHMA2EAoats0pqr2pJcX2VJH0tBOVZjmzI6IpKmZRUQFpCOPb4d3/4PhfHr3g5DPhX//Jtfvijj0jCirKo8PyEQiop06r2qFYlqlLvXUWpIEsleVkHohiqju+FSJVE5HskUYAiyRRpcS2uXduhSuoAlLrjsYao/axFURAV9Xqh3+vSM+D5ZPJPJ1TdUpiMfKqyZBUnGJrO5esQ3UjJohCt0tAlFRFGJIuch5cv0B2NMo+RVIGlmHQck0pILMuc7pqJKUq8YIW3qIMshCqxuggxuwaxn/H2rX2enQ452B4wd+dkc4/DjQ7Vmo43nrNYpWSzJVarotvUaHYbjC4DDDOnu2Nzce4RRzG9hsz772whSwpXf+cgk6JYAi+a0rB1GrqNJHSGw2NabYPBoInhlNx+r4ucNdG0DmfDGavpEqO7zvo+tNslcVaQFymylFEqCbbSZrh4ze7AJC9KRvMQLw1wGi7trlVXLpgZdhd2SsHSXbHwM1RZRVFAkisarRbPzi5Y7zVYzie0mxppoVDKEh2noqgE89mcnV0T3ShpWhoKFUGUMF95aIaMrukEcYJtq5RSxf5+A0WVSaKUZk9FNcFNXA53bOyGhuuFJGFFnsNkEfHydMnujoMhWzhak+lyxnpbYmtP5tPjjMQtiPwYoyVY7wl+53e3WU4LsjynFAmdrkJRlDw5dtnfaFOKhNnco0o1em2Dlt6lvdZgPXfYWOvQqtqs0pyfPB5xuN7hnfe2uH3Ywzu5Yn17jf6ddSZpBJWBYmp0N7fZ2Dhia3ef71QqXz5+wEarQcNoEucxQrb47nfe4gd/9QMIC1TT4HR4xqBroGkKTs9ELfs8eX7MraPbDMwGDz78BW+88zGHO9uoSZ0GNvdjZkHEu0e3+Mlf/zW3ju7z5tGA7//vP8PQBLf3d/n84XMCN+DsZIzebHF2uqAtqRQGtDo2rULixfmYeXSOJqm4YcTUCygLaFoGu/uHZKsp03DF1fNL0jJFUWQEEpKi4Abw/b/4YT356SYLf8hnf3pKq2ex4+j0BuuYTsX+m9/A6HV5+fxDYkMhv/IZaVfMI4m7B9vsrO/wxnvvo4QjJqdP2Lm3z/3pmOrhiJcX53zxRX0s0cwsVsvgOuWpfvBWVcF8MmbQdAiUjDjOrw3vZe1JBcoMCrVEEQqKIWN3WmhFgusl9VNel0muRS4JKH41FQrI04KqqFANFRQIVwmyZqAKg8vXEy5mS3S55N69uzx48ARFlUnTHBmpFqKuPyrOElS11ld0U0OtFBRdvhayKmxTw4sj0ihD0urg86qq6rXw9bpUyPUfVSnXRJ38qosK0GrSHQ/HJB0D6R8w9v9alf8GN7jBDW7wj8evp9sb3OAGN7jBPxo3hHqDG9zgBr8h3BDqDW5wgxv8hnBDqDe4wQ1u8BvCDaHe4AY3uMFvCDeEeoMb3OAGvyH8f8Lnn5s7roOXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import pairwise_distances_argmin\n",
    "from sklearn.datasets import load_sample_image\n",
    "from sklearn.utils import shuffle\n",
    "from time import time\n",
    "\n",
    "n_colors = 64\n",
    "\n",
    "# Load the Summer Palace photo\n",
    "china = load_sample_image(\"china.jpg\")\n",
    "\n",
    "# Convert to floats instead of the default 8 bits integer coding. Dividing by\n",
    "# 255 is important so that plt.imshow behaves works well on float data (need to\n",
    "# be in the range [0-1])\n",
    "china = np.array(china, dtype=np.float64) / 255\n",
    "\n",
    "# Load Image and transform to a 2D numpy array.\n",
    "w, h, d = original_shape = tuple(china.shape)\n",
    "assert d == 3\n",
    "image_array = np.reshape(china, (w * h, d))\n",
    "\n",
    "print(\"Fitting model on a small sub-sample of the data\")\n",
    "t0 = time()\n",
    "image_array_sample = shuffle(image_array, random_state=0)[:1000]\n",
    "kmeans = KMeans(n_clusters=n_colors, random_state=0).fit(image_array_sample)\n",
    "print(\"done in %0.3fs.\" % (time() - t0))\n",
    "\n",
    "# Get labels for all points\n",
    "print(\"Predicting color indices on the full image (k-means)\")\n",
    "t0 = time()\n",
    "labels = kmeans.predict(image_array)\n",
    "print(\"done in %0.3fs.\" % (time() - t0))\n",
    "\n",
    "\n",
    "codebook_random = shuffle(image_array, random_state=0)[:n_colors]\n",
    "print(\"Predicting color indices on the full image (random)\")\n",
    "t0 = time()\n",
    "labels_random = pairwise_distances_argmin(codebook_random,\n",
    "                                          image_array,\n",
    "                                          axis=0)\n",
    "print(\"done in %0.3fs.\" % (time() - t0))\n",
    "\n",
    "\n",
    "def recreate_image(codebook, labels, w, h):\n",
    "    \"\"\"Recreate the (compressed) image from the code book & labels\"\"\"\n",
    "    d = codebook.shape[1]\n",
    "    image = np.zeros((w, h, d))\n",
    "    label_idx = 0\n",
    "    for i in range(w):\n",
    "        for j in range(h):\n",
    "            image[i][j] = codebook[labels[label_idx]]\n",
    "            label_idx += 1\n",
    "    return image\n",
    "\n",
    "# Display all results, alongside original image\n",
    "plt.figure(1)\n",
    "plt.clf()\n",
    "plt.axis('off')\n",
    "plt.title('Original image (96,615 colors)')\n",
    "plt.imshow(china)\n",
    "\n",
    "plt.figure(2)\n",
    "plt.clf()\n",
    "plt.axis('off')\n",
    "plt.title('Quantized image (64 colors, K-Means)')\n",
    "plt.imshow(recreate_image(kmeans.cluster_centers_, labels, w, h))\n",
    "\n",
    "plt.figure(3)\n",
    "plt.clf()\n",
    "plt.axis('off')\n",
    "plt.title('Quantized image (64 colors, Random)')\n",
    "plt.imshow(recreate_image(codebook_random, labels_random, w, h))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7aaf71c8",
   "metadata": {},
   "source": [
    "可以看到聚类后，用更少的颜色数量达到了跟原图差不多的显示效果，强于随机选择。\n",
    "\n",
    "本节完。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d9be383",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}